id sid tid token lemma pos alkej-849 1 1 this this PRON alkej-849 1 2 is be AUX alkej-849 1 3 an an DET alkej-849 1 4 open open ADJ alkej-849 1 5 access access NOUN alkej-849 1 6 article article NOUN alkej-849 1 7 under under ADP alkej-849 1 8 the the DET alkej-849 1 9 cc cc NOUN alkej-849 1 10 by by ADP alkej-849 1 11 license license NOUN alkej-849 1 12 : : PUNCT alkej-849 1 13 al al PROPN alkej-849 1 14 - - PUNCT alkej-849 1 15 khwarizmi khwarizmi PROPN alkej-849 1 16 engineering engineering PROPN alkej-849 1 17 journal journal PROPN alkej-849 1 18 al al PROPN alkej-849 1 19 - - PUNCT alkej-849 1 20 khwarizmi khwarizmi PROPN alkej-849 1 21 engineering engineering NOUN alkej-849 1 22 journal journal PROPN alkej-849 1 23 , , PUNCT alkej-849 1 24 vol vol NOUN alkej-849 1 25 . . PROPN alkej-849 1 26 19 19 NUM alkej-849 1 27 , , PUNCT alkej-849 1 28 no no INTJ alkej-849 1 29 . . NOUN alkej-849 1 30 4 4 NUM alkej-849 1 31 , , PUNCT alkej-849 1 32 december december PROPN alkej-849 1 33 , , PUNCT alkej-849 1 34 ( ( PUNCT alkej-849 1 35 2023 2023 NUM alkej-849 1 36 ) ) PUNCT alkej-849 2 1 p. p. NOUN alkej-849 2 2 p. p. NOUN alkej-849 2 3 2941 2941 NUM alkej-849 3 1 working working NOUN alkej-849 3 2 memory memory NOUN alkej-849 3 3 classification classification NOUN alkej-849 3 4 enhancement enhancement NOUN alkej-849 3 5 of of ADP alkej-849 3 6 eeg eeg NOUN alkej-849 3 7 activity activity NOUN alkej-849 3 8 in in ADP alkej-849 3 9 dementia dementia NOUN alkej-849 3 10 : : PUNCT alkej-849 3 11 a a DET alkej-849 3 12 comparative comparative ADJ alkej-849 3 13 study study NOUN alkej-849 3 14 noor noor PROPN alkej-849 3 15 kamal kamal PROPN alkej-849 3 16 al al PROPN alkej-849 3 17 - - PUNCT alkej-849 3 18 qazzaz qazzaz PROPN alkej-849 3 19 * * PUNCT alkej-849 3 20 sawal sawal PROPN alkej-849 3 21 hamid hamid PROPN alkej-849 3 22 bin bin PROPN alkej-849 3 23 mohd mohd PROPN alkej-849 3 24 ali ali PROPN alkej-849 4 1 * * PROPN alkej-849 4 2 * * PROPN alkej-849 4 3 siti siti PROPN alkej-849 4 4 anom anom PROPN alkej-849 4 5 ahmad ahmad PROPN alkej-849 4 6 * * PUNCT alkej-849 5 1 * * PUNCT alkej-849 5 2 * * PUNCT alkej-849 5 3 * * PUNCT alkej-849 5 4 department department PROPN alkej-849 5 5 of of ADP alkej-849 5 6 biomedical biomedical ADJ alkej-849 5 7 engineering/ engineering/ NUM alkej-849 5 8 al al PROPN alkej-849 5 9 - - PUNCT alkej-849 5 10 khwarizmi khwarizmi PROPN alkej-849 5 11 college college PROPN alkej-849 5 12 of of ADP alkej-849 5 13 engineering/ engineering/ NUM alkej-849 5 14 university university NOUN alkej-849 5 15 of of ADP alkej-849 5 16 baghdad/ baghdad/ NUM alkej-849 5 17 baghdad baghdad PROPN alkej-849 5 18 / / SYM alkej-849 5 19 iraq iraq PROPN alkej-849 5 20 * * PUNCT alkej-849 5 21 * * PUNCT alkej-849 5 22 department department NOUN alkej-849 5 23 of of ADP alkej-849 5 24 electrical electrical ADJ alkej-849 5 25 , , PUNCT alkej-849 5 26 electronic electronic ADJ alkej-849 5 27 & & CCONJ alkej-849 5 28 systems systems PROPN alkej-849 5 29 engineering engineering NOUN alkej-849 5 30 , , PUNCT alkej-849 5 31 faculty faculty NOUN alkej-849 5 32 of of ADP alkej-849 5 33 engineering engineering PROPN alkej-849 5 34 & & CCONJ alkej-849 5 35 built build VERB alkej-849 5 36 environment environment NOUN alkej-849 5 37 , , PUNCT alkej-849 5 38 universiti universiti PROPN alkej-849 5 39 kebangsaan kebangsaan PROPN alkej-849 5 40 malaysia/ malaysia/ PROPN alkej-849 5 41 ukm ukm PROPN alkej-849 5 42 bangi/ bangi/ PROPN alkej-849 5 43 selangor selangor PROPN alkej-849 5 44 43600/ 43600/ NUM alkej-849 5 45 malaysia malaysia PROPN alkej-849 5 46 centre centre NOUN alkej-849 5 47 of of ADP alkej-849 5 48 advanced advanced ADJ alkej-849 5 49 electronic electronic ADJ alkej-849 5 50 and and CCONJ alkej-849 5 51 communication communication NOUN alkej-849 5 52 engineering engineering NOUN alkej-849 5 53 , , PUNCT alkej-849 5 54 department department NOUN alkej-849 5 55 of of ADP alkej-849 5 56 electrical/ electrical/ NUM alkej-849 5 57 electronic electronic ADJ alkej-849 5 58 and and CCONJ alkej-849 5 59 systems system NOUN alkej-849 5 60 engineering/ engineering/ NUM alkej-849 5 61 universiti universiti NOUN alkej-849 5 62 kebangsaan kebangsaan PROPN alkej-849 5 63 malaysia/ malaysia/ PROPN alkej-849 5 64 selangor selangor PROPN alkej-849 5 65 43600/ 43600/ NUM alkej-849 5 66 malaysia malaysia NOUN alkej-849 6 1 * * PUNCT alkej-849 6 2 * * PUNCT alkej-849 6 3 * * PUNCT alkej-849 6 4 department department NOUN alkej-849 6 5 of of ADP alkej-849 6 6 electrical electrical ADJ alkej-849 6 7 and and CCONJ alkej-849 6 8 electronic electronic ADJ alkej-849 6 9 engineering engineering NOUN alkej-849 6 10 , , PUNCT alkej-849 6 11 faculty faculty NOUN alkej-849 6 12 of of ADP alkej-849 6 13 engineering engineering PROPN alkej-849 6 14 , , PUNCT alkej-849 6 15 universiti universiti PROPN alkej-849 6 16 putra putra PROPN alkej-849 6 17 malaysia malaysia PROPN alkej-849 6 18 , , PUNCT alkej-849 6 19 upm upm PROPN alkej-849 6 20 serdang/ serdang/ NUM alkej-849 6 21 selangor selangor NOUN alkej-849 6 22 43400/ 43400/ PRON alkej-849 6 23 malaysia malaysia PROPN alkej-849 6 24 malaysian malaysian PROPN alkej-849 6 25 research research PROPN alkej-849 6 26 institute institute NOUN alkej-849 6 27 on on ADP alkej-849 6 28 ageing age VERB alkej-849 6 29 ( ( PUNCT alkej-849 6 30 myageing myagee VERB alkej-849 6 31 โ„ข โ„ข ADJ alkej-849 6 32 )/ )/ PROPN alkej-849 6 33 universiti universiti PROPN alkej-849 6 34 putra putra PROPN alkej-849 6 35 malaysia/ malaysia/ NUM alkej-849 6 36 serdang/ serdang/ NUM alkej-849 6 37 selangor selangor NOUN alkej-849 7 1 43400/ 43400/ NUM alkej-849 7 2 malaysia malaysia NOUN alkej-849 7 3 corresponding correspond VERB alkej-849 7 4 author author NOUN alkej-849 7 5 * * NOUN alkej-849 7 6 email email NOUN alkej-849 7 7 : : PUNCT alkej-849 7 8 noorbme@kecbu.uobaghdad.edu.iq noorbme@kecbu.uobaghdad.edu.iq ADJ alkej-849 7 9 * * PUNCT alkej-849 7 10 * * NOUN alkej-849 7 11 email email NOUN alkej-849 7 12 : : PUNCT alkej-849 7 13 sawal@ukm.edu.my sawal@ukm.edu.my NOUN alkej-849 7 14 * * PUNCT alkej-849 7 15 * * PUNCT alkej-849 7 16 * * NOUN alkej-849 7 17 email email NOUN alkej-849 7 18 : : PUNCT alkej-849 7 19 sanom@upm.edu.my sanom@upm.edu.my NOUN alkej-849 7 20 ( ( PUNCT alkej-849 7 21 received receive VERB alkej-849 7 22 2 2 NUM alkej-849 7 23 january january NOUN alkej-849 7 24 2023 2023 NUM alkej-849 7 25 ; ; PUNCT alkej-849 7 26 accepted accept VERB alkej-849 7 27 20 20 NUM alkej-849 7 28 september september PROPN alkej-849 7 29 2023 2023 NUM alkej-849 7 30 ) ) PUNCT alkej-849 7 31 https://doi.org/10.22153/kej.2023.09.002 https://doi.org/10.22153/kej.2023.09.002 PROPN alkej-849 7 32 abstract abstract VERB alkej-849 7 33 the the DET alkej-849 7 34 purpose purpose NOUN alkej-849 7 35 of of ADP alkej-849 7 36 the the DET alkej-849 7 37 current current ADJ alkej-849 7 38 investigation investigation NOUN alkej-849 7 39 is be AUX alkej-849 7 40 to to PART alkej-849 7 41 distinguish distinguish VERB alkej-849 7 42 between between ADP alkej-849 7 43 working work VERB alkej-849 7 44 memory memory NOUN alkej-849 7 45 ( ( PUNCT alkej-849 7 46 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 7 47 ) ) PUNCT alkej-849 7 48 in in ADP alkej-849 7 49 five five NUM alkej-849 7 50 patients patient NOUN alkej-849 7 51 with with ADP alkej-849 7 52 vascular vascular ADJ alkej-849 7 53 dementia dementia NOUN alkej-849 7 54 ( ( PUNCT alkej-849 7 55 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 7 56 ) ) PUNCT alkej-849 7 57 , , PUNCT alkej-849 7 58 fifteen fifteen NUM alkej-849 7 59 post post ADJ alkej-849 7 60 - - ADJ alkej-849 7 61 stroke stroke ADJ alkej-849 7 62 patients patient NOUN alkej-849 7 63 with with ADP alkej-849 7 64 mild mild ADJ alkej-849 7 65 cognitive cognitive ADJ alkej-849 7 66 impairment impairment NOUN alkej-849 7 67 ( ( PUNCT alkej-849 7 68 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 7 69 ) ) PUNCT alkej-849 7 70 , , PUNCT alkej-849 7 71 and and CCONJ alkej-849 7 72 fifteen fifteen NUM alkej-849 7 73 healthy healthy ADJ alkej-849 7 74 control control NOUN alkej-849 7 75 individuals individual NOUN alkej-849 7 76 ( ( PUNCT alkej-849 7 77 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 7 78 ) ) PUNCT alkej-849 7 79 based base VERB alkej-849 7 80 on on ADP alkej-849 7 81 background background NOUN alkej-849 7 82 electroencephalography electroencephalography NOUN alkej-849 7 83 ( ( PUNCT alkej-849 7 84 eeg eeg NOUN alkej-849 7 85 ) ) PUNCT alkej-849 7 86 activity activity NOUN alkej-849 7 87 . . PUNCT alkej-849 8 1 the the DET alkej-849 8 2 elimination elimination NOUN alkej-849 8 3 of of ADP alkej-849 8 4 eeg eeg NOUN alkej-849 8 5 artifacts artifact NOUN alkej-849 8 6 using use VERB alkej-849 8 7 wavelet wavelet NOUN alkej-849 8 8 ( ( PUNCT alkej-849 8 9 wt wt NOUN alkej-849 8 10 ) ) PUNCT alkej-849 8 11 pre pre ADJ alkej-849 8 12 - - ADJ alkej-849 8 13 processing processing ADJ alkej-849 8 14 denoising denoising NOUN alkej-849 8 15 is be AUX alkej-849 8 16 demonstrated demonstrate VERB alkej-849 8 17 in in ADP alkej-849 8 18 this this DET alkej-849 8 19 study study NOUN alkej-849 8 20 . . PUNCT alkej-849 9 1 in in ADP alkej-849 9 2 the the DET alkej-849 9 3 current current ADJ alkej-849 9 4 study study NOUN alkej-849 9 5 , , PUNCT alkej-849 9 6 spectral spectral ADJ alkej-849 9 7 entropy entropy NOUN alkej-849 9 8 ( ( PUNCT alkej-849 9 9 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 9 10 ) ) PUNCT alkej-849 9 11 , , PUNCT alkej-849 9 12 permutation permutation NOUN alkej-849 9 13 entropy entropy NOUN alkej-849 9 14 ( ( PUNCT alkej-849 9 15 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 9 16 ) ) PUNCT alkej-849 9 17 , , PUNCT alkej-849 9 18 and and CCONJ alkej-849 9 19 approximation approximation NOUN alkej-849 9 20 entropy entropy NOUN alkej-849 9 21 ( ( PUNCT alkej-849 9 22 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 9 23 ) ) PUNCT alkej-849 9 24 were be AUX alkej-849 9 25 all all PRON alkej-849 9 26 explored explore VERB alkej-849 9 27 . . PUNCT alkej-849 10 1 to to PART alkej-849 10 2 improve improve VERB alkej-849 10 3 the the DET alkej-849 10 4 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 10 5 classification classification NOUN alkej-849 10 6 using use VERB alkej-849 10 7 the the DET alkej-849 10 8 k k NOUN alkej-849 10 9 - - PUNCT alkej-849 10 10 nearest near ADJ alkej-849 10 11 neighbors neighbor NOUN alkej-849 10 12 ( ( PUNCT alkej-849 10 13 ๐‘˜nn ๐‘˜nn NOUN alkej-849 10 14 ) ) PUNCT alkej-849 10 15 classifier classifier NOUN alkej-849 10 16 scheme scheme NOUN alkej-849 10 17 , , PUNCT alkej-849 10 18 a a DET alkej-849 10 19 comparative comparative ADJ alkej-849 10 20 study study NOUN alkej-849 10 21 of of ADP alkej-849 10 22 using use VERB alkej-849 10 23 fuzzy fuzzy ADJ alkej-849 10 24 neighbourhood neighbourhood NOUN alkej-849 10 25 preserving preserve VERB alkej-849 10 26 analysis analysis NOUN alkej-849 10 27 with with ADP alkej-849 10 28 ๐‘„๐‘…-decomposition ๐‘„๐‘…-decomposition NOUN alkej-849 10 29 ( ( PUNCT alkej-849 10 30 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… PROPN alkej-849 10 31 ) ) PUNCT alkej-849 10 32 as as ADP alkej-849 10 33 a a DET alkej-849 10 34 dimensionality dimensionality NOUN alkej-849 10 35 reduction reduction NOUN alkej-849 10 36 technique technique NOUN alkej-849 10 37 and and CCONJ alkej-849 10 38 the the DET alkej-849 10 39 improved improved ADJ alkej-849 10 40 binary binary ADJ alkej-849 10 41 gravitation gravitation NOUN alkej-849 10 42 search search NOUN alkej-849 10 43 ( ( PUNCT alkej-849 10 44 ๐ผ๐ต๐บ๐‘†๐ด ๐ผ๐ต๐บ๐‘†๐ด NOUN alkej-849 10 45 ) ) PUNCT alkej-849 10 46 optimization optimization NOUN alkej-849 10 47 algorithm algorithm NOUN alkej-849 10 48 as as ADP alkej-849 10 49 a a DET alkej-849 10 50 channel channel NOUN alkej-849 10 51 selection selection NOUN alkej-849 10 52 method method NOUN alkej-849 10 53 has have AUX alkej-849 10 54 been be AUX alkej-849 10 55 conducted conduct VERB alkej-849 10 56 . . PUNCT alkej-849 11 1 the the DET alkej-849 11 2 ๐‘˜nn ๐‘˜nn NOUN alkej-849 11 3 classification classification NOUN alkej-849 11 4 accuracy accuracy NOUN alkej-849 11 5 was be AUX alkej-849 11 6 increased increase VERB alkej-849 11 7 from from ADP alkej-849 11 8 86.67 86.67 NUM alkej-849 11 9 % % NOUN alkej-849 11 10 to to ADP alkej-849 11 11 88.09 88.09 NUM alkej-849 11 12 % % NOUN alkej-849 11 13 and and CCONJ alkej-849 11 14 90.52 90.52 NUM alkej-849 11 15 % % NOUN alkej-849 11 16 using use VERB alkej-849 11 17 the the DET alkej-849 11 18 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 11 19 dimensionality dimensionality NOUN alkej-849 11 20 reduction reduction NOUN alkej-849 11 21 technique technique NOUN alkej-849 11 22 and and CCONJ alkej-849 11 23 the the DET alkej-849 11 24 ๐ผ๐ต๐บ๐‘†๐ด ๐ผ๐ต๐บ๐‘†๐ด ADJ alkej-849 11 25 channel channel NOUN alkej-849 11 26 selection selection NOUN alkej-849 11 27 algorithm algorithm NOUN alkej-849 11 28 , , PUNCT alkej-849 11 29 respectively respectively ADV alkej-849 11 30 . . PUNCT alkej-849 12 1 according accord VERB alkej-849 12 2 to to ADP alkej-849 12 3 the the DET alkej-849 12 4 findings finding NOUN alkej-849 12 5 , , PUNCT alkej-849 12 6 ๐ผ๐ต๐บ๐‘†๐ด ๐ผ๐ต๐บ๐‘†๐ด PRON alkej-849 12 7 reliably reliably ADV alkej-849 12 8 enhances enhance VERB alkej-849 12 9 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 12 10 discrimination discrimination NOUN alkej-849 12 11 of of ADP alkej-849 12 12 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 12 13 , , PUNCT alkej-849 12 14 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 12 15 , , PUNCT alkej-849 12 16 and and CCONJ alkej-849 12 17 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 12 18 participants participant NOUN alkej-849 12 19 . . PUNCT alkej-849 13 1 therefore therefore ADV alkej-849 13 2 , , PUNCT alkej-849 13 3 wt wt PROPN alkej-849 13 4 , , PUNCT alkej-849 13 5 entropy entropy PROPN alkej-849 13 6 features feature NOUN alkej-849 13 7 , , PUNCT alkej-849 13 8 ibgsa ibgsa ADJ alkej-849 13 9 and and CCONJ alkej-849 13 10 ๐‘˜nn ๐‘˜nn NOUN alkej-849 13 11 classifiers classifier NOUN alkej-849 13 12 provide provide VERB alkej-849 13 13 a a DET alkej-849 13 14 valid valid ADJ alkej-849 13 15 dementia dementia NOUN alkej-849 13 16 index index NOUN alkej-849 13 17 for for ADP alkej-849 13 18 looking look VERB alkej-849 13 19 at at ADP alkej-849 13 20 eeg eeg NOUN alkej-849 13 21 background background NOUN alkej-849 13 22 activity activity NOUN alkej-849 13 23 in in ADP alkej-849 13 24 patients patient NOUN alkej-849 13 25 with with ADP alkej-849 13 26 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 13 27 and and CCONJ alkej-849 13 28 ๐‘†๐‘€๐ถ๐ผ. ๐‘†๐‘€๐ถ๐ผ. NOUN alkej-849 13 29 keywords keyword NOUN alkej-849 13 30 : : PUNCT alkej-849 13 31 dementia dementia NOUN alkej-849 13 32 , , PUNCT alkej-849 13 33 wavelet wavelet NOUN alkej-849 13 34 , , PUNCT alkej-849 13 35 entropy entropy NOUN alkej-849 13 36 , , PUNCT alkej-849 13 37 dimensionality dimensionality NOUN alkej-849 13 38 reduction reduction NOUN alkej-849 13 39 , , PUNCT alkej-849 13 40 channels channel NOUN alkej-849 13 41 selection selection NOUN alkej-849 13 42 , , PUNCT alkej-849 13 43 features feature NOUN alkej-849 13 44 , , PUNCT alkej-849 13 45 classification classification NOUN alkej-849 13 46 . . PUNCT alkej-849 14 1 1 1 X alkej-849 14 2 . . X alkej-849 14 3 introduction introduction NOUN alkej-849 14 4 stroke stroke NOUN alkej-849 14 5 is be AUX alkej-849 14 6 broadly broadly ADV alkej-849 14 7 categorized categorize VERB alkej-849 14 8 by by ADP alkej-849 14 9 its its PRON alkej-849 14 10 type type NOUN alkej-849 14 11 and and CCONJ alkej-849 14 12 severity severity NOUN alkej-849 14 13 and and CCONJ alkej-849 14 14 the the DET alkej-849 14 15 brain brain NOUN alkej-849 14 16 region region NOUN alkej-849 14 17 affected affect VERB alkej-849 14 18 . . PUNCT alkej-849 15 1 dementia dementia NOUN alkej-849 15 2 can can AUX alkej-849 15 3 be be AUX alkej-849 15 4 brought bring VERB alkej-849 15 5 on on ADP alkej-849 15 6 after after ADP alkej-849 15 7 a a DET alkej-849 15 8 stroke stroke NOUN alkej-849 15 9 , , PUNCT alkej-849 15 10 and and CCONJ alkej-849 15 11 its its PRON alkej-849 15 12 severity severity NOUN alkej-849 15 13 relies rely VERB alkej-849 15 14 on on ADP alkej-849 15 15 how how SCONJ alkej-849 15 16 quickly quickly ADV alkej-849 15 17 the the DET alkej-849 15 18 condition condition NOUN alkej-849 15 19 is be AUX alkej-849 15 20 identified identify VERB alkej-849 15 21 and and CCONJ alkej-849 15 22 treated treat VERB alkej-849 15 23 [ [ X alkej-849 15 24 1 1 NUM alkej-849 15 25 ] ] PUNCT alkej-849 15 26 . . PUNCT alkej-849 16 1 following follow VERB alkej-849 16 2 a a DET alkej-849 16 3 stroke stroke NOUN alkej-849 16 4 , , PUNCT alkej-849 16 5 working working NOUN alkej-849 16 6 memory memory NOUN alkej-849 16 7 ( ( PUNCT alkej-849 16 8 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 16 9 ) ) PUNCT alkej-849 16 10 impairment impairment NOUN alkej-849 16 11 is be AUX alkej-849 16 12 common common ADJ alkej-849 16 13 . . PUNCT alkej-849 17 1 within within ADP alkej-849 17 2 the the DET alkej-849 17 3 first first ADJ alkej-849 17 4 year year NOUN alkej-849 17 5 of of ADP alkej-849 17 6 stroke stroke NOUN alkej-849 17 7 diagnosis diagnosis NOUN alkej-849 17 8 , , PUNCT alkej-849 17 9 vascular vascular ADJ alkej-849 17 10 dementia dementia NOUN alkej-849 17 11 ( ( PUNCT alkej-849 17 12 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 17 13 ) ) PUNCT alkej-849 17 14 may may AUX alkej-849 17 15 develop develop VERB alkej-849 17 16 in in ADP alkej-849 17 17 30 30 NUM alkej-849 17 18 % % NOUN alkej-849 17 19 of of ADP alkej-849 17 20 stroke stroke NOUN alkej-849 17 21 patients patient NOUN alkej-849 17 22 . . PUNCT alkej-849 18 1 the the DET alkej-849 18 2 prevalence prevalence NOUN alkej-849 18 3 of of ADP alkej-849 18 4 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 18 5 doubles double VERB alkej-849 18 6 every every DET alkej-849 18 7 5 5 NUM alkej-849 18 8 - - SYM alkej-849 18 9 10 10 NUM alkej-849 18 10 years year NOUN alkej-849 18 11 after after ADP alkej-849 18 12 the the DET alkej-849 18 13 age age NOUN alkej-849 18 14 of of ADP alkej-849 18 15 65 65 NUM alkej-849 18 16 in in ADP alkej-849 18 17 the the DET alkej-849 18 18 elderly elderly ADJ alkej-849 18 19 population population NOUN alkej-849 18 20 . . PUNCT alkej-849 19 1 clinically clinically ADV alkej-849 19 2 speaking speak VERB alkej-849 19 3 , , PUNCT alkej-849 19 4 mild mild ADJ alkej-849 19 5 cognitive cognitive ADJ alkej-849 19 6 impairment impairment NOUN alkej-849 19 7 ( ( PUNCT alkej-849 19 8 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 19 9 ) ) PUNCT alkej-849 19 10 , , PUNCT alkej-849 19 11 in in ADP alkej-849 19 12 particular particular ADJ alkej-849 19 13 in in ADP alkej-849 19 14 attention attention NOUN alkej-849 19 15 , , PUNCT alkej-849 19 16 memory memory NOUN alkej-849 19 17 , , PUNCT alkej-849 19 18 language language NOUN alkej-849 19 19 and and CCONJ alkej-849 19 20 orientation orientation NOUN alkej-849 19 21 is be AUX alkej-849 19 22 a a DET alkej-849 19 23 transition transition NOUN alkej-849 19 24 stage stage NOUN alkej-849 19 25 of of ADP alkej-849 19 26 cognitive cognitive ADJ alkej-849 19 27 decline decline NOUN alkej-849 20 1 [ [ X alkej-849 20 2 2 2 NUM alkej-849 20 3 ] ] PUNCT alkej-849 20 4 . . PUNCT alkej-849 21 1 at at ADP alkej-849 21 2 the the DET alkej-849 21 3 time time NOUN alkej-849 21 4 of of ADP alkej-849 21 5 diagnosis diagnosis NOUN alkej-849 21 6 , , PUNCT alkej-849 21 7 attention attention NOUN alkej-849 21 8 , , PUNCT alkej-849 21 9 executive executive ADJ alkej-849 21 10 mailto:noorbme@kecbu.uobaghdad.edu.iq mailto:noorbme@kecbu.uobaghdad.edu.iq PROPN alkej-849 21 11 mailto:aseel.m.ali@nahrainuniv.edu.iq mailto:aseel.m.ali@nahrainuniv.edu.iq PROPN alkej-849 21 12 mailto:sanom@upm.edu.my mailto:sanom@upm.edu.my NOUN alkej-849 21 13 https://doi.org/10.22153/kej.2023.09.002 https://doi.org/10.22153/kej.2023.09.002 PROPN alkej-849 21 14 https://doi.org/10.22153/kej.2023.09.002 https://doi.org/10.22153/kej.2023.09.002 PROPN alkej-849 21 15 noor noor PROPN alkej-849 21 16 k. k. PROPN alkej-849 22 1 al al PROPN alkej-849 22 2 - - PUNCT alkej-849 22 3 qazzaz qazzaz PROPN alkej-849 22 4 al al PROPN alkej-849 22 5 - - PUNCT alkej-849 22 6 khwarizmi khwarizmi PROPN alkej-849 22 7 engineering engineering NOUN alkej-849 22 8 journal journal PROPN alkej-849 22 9 , , PUNCT alkej-849 22 10 vol vol NOUN alkej-849 22 11 . . PROPN alkej-849 22 12 19 19 NUM alkej-849 22 13 , , PUNCT alkej-849 22 14 no no INTJ alkej-849 22 15 . . NOUN alkej-849 22 16 4 4 NUM alkej-849 22 17 , , PUNCT alkej-849 22 18 p.p p.p PROPN alkej-849 22 19 . . NOUN alkej-849 22 20 2941(2023 2941(2023 NUM alkej-849 22 21 ) ) PUNCT alkej-849 22 22 30 30 NUM alkej-849 22 23 functioning function VERB alkej-849 22 24 , , PUNCT alkej-849 22 25 and and CCONJ alkej-849 22 26 memory memory NOUN alkej-849 22 27 show show VERB alkej-849 22 28 the the DET alkej-849 22 29 greatest great ADJ alkej-849 22 30 impact impact NOUN alkej-849 22 31 of of ADP alkej-849 22 32 a a DET alkej-849 22 33 stroke stroke NOUN alkej-849 23 1 [ [ X alkej-849 23 2 3 3 NUM alkej-849 23 3 ] ] PUNCT alkej-849 23 4 . . PUNCT alkej-849 24 1 patients patient NOUN alkej-849 24 2 who who PRON alkej-849 24 3 had have AUX alkej-849 24 4 suffered suffer VERB alkej-849 24 5 from from ADP alkej-849 24 6 cognitive cognitive ADJ alkej-849 24 7 impairment impairment NOUN alkej-849 24 8 as as ADP alkej-849 24 9 a a DET alkej-849 24 10 result result NOUN alkej-849 24 11 of of ADP alkej-849 24 12 a a DET alkej-849 24 13 stroke stroke NOUN alkej-849 24 14 were be AUX alkej-849 24 15 the the DET alkej-849 24 16 first first ADJ alkej-849 24 17 to to PART alkej-849 24 18 be be AUX alkej-849 24 19 introduced introduce VERB alkej-849 24 20 to to ADP alkej-849 24 21 the the DET alkej-849 24 22 vascular vascular ADJ alkej-849 24 23 cognitive cognitive ADJ alkej-849 24 24 impairment impairment NOUN alkej-849 24 25 ( ( PUNCT alkej-849 24 26 vci vci NOUN alkej-849 24 27 ) ) PUNCT alkej-849 24 28 spectrum spectrum NOUN alkej-849 24 29 , , PUNCT alkej-849 24 30 which which PRON alkej-849 24 31 spans span VERB alkej-849 24 32 the the DET alkej-849 24 33 range range NOUN alkej-849 24 34 from from ADP alkej-849 24 35 mild mild ADJ alkej-849 24 36 cognitive cognitive ADJ alkej-849 24 37 impairment impairment NOUN alkej-849 24 38 ( ( PUNCT alkej-849 24 39 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 24 40 ) ) PUNCT alkej-849 24 41 to to ADP alkej-849 24 42 advanced advanced ADJ alkej-849 24 43 dementia dementia NOUN alkej-849 24 44 . . PUNCT alkej-849 25 1 however however ADV alkej-849 25 2 , , PUNCT alkej-849 25 3 the the DET alkej-849 25 4 phrase phrase NOUN alkej-849 25 5 " " PUNCT alkej-849 25 6 cognitive cognitive ADJ alkej-849 25 7 impairment impairment NOUN alkej-849 25 8 no no DET alkej-849 25 9 dementia dementia NOUN alkej-849 25 10 " " PUNCT alkej-849 25 11 ( ( PUNCT alkej-849 25 12 cind cind NOUN alkej-849 25 13 ) ) PUNCT alkej-849 25 14 is be AUX alkej-849 25 15 used use VERB alkej-849 25 16 to to PART alkej-849 25 17 refer refer VERB alkej-849 25 18 to to ADP alkej-849 25 19 the the DET alkej-849 25 20 period period NOUN alkej-849 25 21 of of ADP alkej-849 25 22 time time NOUN alkej-849 25 23 following follow VERB alkej-849 25 24 dementia dementia NOUN alkej-849 25 25 during during ADP alkej-849 25 26 which which PRON alkej-849 25 27 the the DET alkej-849 25 28 brain brain NOUN alkej-849 25 29 is be AUX alkej-849 25 30 in in ADP alkej-849 25 31 danger danger NOUN alkej-849 25 32 [ [ X alkej-849 25 33 4 4 NUM alkej-849 25 34 ] ] PUNCT alkej-849 25 35 . . PUNCT alkej-849 26 1 people people NOUN alkej-849 26 2 who who PRON alkej-849 26 3 have have VERB alkej-849 26 4 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 26 5 , , PUNCT alkej-849 26 6 have have VERB alkej-849 26 7 a a DET alkej-849 26 8 more more ADV alkej-849 26 9 severe severe ADJ alkej-849 26 10 decline decline NOUN alkej-849 26 11 in in ADP alkej-849 26 12 cognitive cognitive ADJ alkej-849 26 13 performance performance NOUN alkej-849 26 14 when when SCONJ alkej-849 26 15 age age NOUN alkej-849 26 16 and and CCONJ alkej-849 26 17 education education NOUN alkej-849 26 18 level level NOUN alkej-849 26 19 are be AUX alkej-849 26 20 included include VERB alkej-849 26 21 , , PUNCT alkej-849 26 22 yet yet CCONJ alkej-849 26 23 this this DET alkej-849 26 24 decline decline NOUN alkej-849 26 25 is be AUX alkej-849 26 26 not not PART alkej-849 26 27 as as ADV alkej-849 26 28 obvious obvious ADJ alkej-849 26 29 in in ADP alkej-849 26 30 day day NOUN alkej-849 26 31 - - PUNCT alkej-849 26 32 to to ADP alkej-849 26 33 - - PUNCT alkej-849 26 34 day day NOUN alkej-849 26 35 tasks task NOUN alkej-849 26 36 . . PUNCT alkej-849 27 1 although although SCONJ alkej-849 27 2 some some DET alkej-849 27 3 people people NOUN alkej-849 27 4 with with ADP alkej-849 27 5 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 27 6 will will AUX alkej-849 27 7 eventually eventually ADV alkej-849 27 8 develop develop VERB alkej-849 27 9 dementia dementia NOUN alkej-849 27 10 , , PUNCT alkej-849 27 11 others other NOUN alkej-849 27 12 will will AUX alkej-849 27 13 remain remain VERB alkej-849 27 14 in in ADP alkej-849 27 15 this this DET alkej-849 27 16 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ NOUN alkej-849 27 17 stage stage NOUN alkej-849 27 18 for for ADP alkej-849 27 19 a a DET alkej-849 27 20 significant significant ADJ alkej-849 27 21 amount amount NOUN alkej-849 27 22 of of ADP alkej-849 27 23 time time NOUN alkej-849 27 24 before before ADP alkej-849 27 25 progressing progress VERB alkej-849 27 26 to to ADP alkej-849 27 27 dementia dementia VERB alkej-849 27 28 . . PUNCT alkej-849 28 1 because because SCONJ alkej-849 28 2 of of ADP alkej-849 28 3 this this PRON alkej-849 28 4 , , PUNCT alkej-849 28 5 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 28 6 is be AUX alkej-849 28 7 a a DET alkej-849 28 8 disorder disorder NOUN alkej-849 28 9 that that PRON alkej-849 28 10 can can AUX alkej-849 28 11 present present VERB alkej-849 28 12 very very ADV alkej-849 28 13 differently differently ADV alkej-849 28 14 in in ADP alkej-849 28 15 different different ADJ alkej-849 28 16 patients patient NOUN alkej-849 28 17 . . PUNCT alkej-849 29 1 in in ADP alkej-849 29 2 any any DET alkej-849 29 3 case case NOUN alkej-849 29 4 , , PUNCT alkej-849 29 5 research research NOUN alkej-849 29 6 has have AUX alkej-849 29 7 been be AUX alkej-849 29 8 shown show VERB alkej-849 29 9 that that SCONJ alkej-849 29 10 patients patient NOUN alkej-849 29 11 diagnosed diagnose VERB alkej-849 29 12 with with ADP alkej-849 29 13 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 29 14 have have VERB alkej-849 29 15 a a DET alkej-849 29 16 substantial substantial ADJ alkej-849 29 17 risk risk NOUN alkej-849 29 18 of of ADP alkej-849 29 19 developing develop VERB alkej-849 29 20 dementia dementia NOUN alkej-849 29 21 by by ADP alkej-849 29 22 the the DET alkej-849 29 23 third third ADJ alkej-849 29 24 month month NOUN alkej-849 29 25 following follow VERB alkej-849 29 26 the the DET alkej-849 29 27 onset onset NOUN alkej-849 29 28 of of ADP alkej-849 29 29 dementia dementia NOUN alkej-849 29 30 symptoms symptom NOUN alkej-849 29 31 . . PUNCT alkej-849 30 1 this this DET alkej-849 30 2 risk risk NOUN alkej-849 30 3 was be AUX alkej-849 30 4 observed observe VERB alkej-849 30 5 to to PART alkej-849 30 6 increase increase VERB alkej-849 30 7 significantly significantly ADV alkej-849 30 8 with with ADP alkej-849 30 9 time time NOUN alkej-849 30 10 . . PUNCT alkej-849 31 1 the the DET alkej-849 31 2 symptoms symptom NOUN alkej-849 31 3 most most ADV alkej-849 31 4 commonly commonly ADV alkej-849 31 5 associated associate VERB alkej-849 31 6 with with ADP alkej-849 31 7 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 31 8 are be AUX alkej-849 31 9 those those PRON alkej-849 31 10 related relate VERB alkej-849 31 11 to to ADP alkej-849 31 12 attention attention NOUN alkej-849 31 13 and and CCONJ alkej-849 31 14 executive executive ADJ alkej-849 31 15 function function NOUN alkej-849 31 16 in in ADP alkej-849 31 17 ๐‘Š๐‘€. ๐‘Š๐‘€. PROPN alkej-849 31 18 daily daily ADJ alkej-849 31 19 functioning functioning NOUN alkej-849 31 20 is be AUX alkej-849 31 21 unaffected unaffected ADJ alkej-849 31 22 by by ADP alkej-849 31 23 mild mild ADJ alkej-849 31 24 cognitive cognitive ADJ alkej-849 31 25 impairment impairment NOUN alkej-849 31 26 . . PUNCT alkej-849 32 1 a a DET alkej-849 32 2 decline decline NOUN alkej-849 32 3 in in ADP alkej-849 32 4 long long ADJ alkej-849 32 5 - - PUNCT alkej-849 32 6 term term NOUN alkej-849 32 7 memory memory NOUN alkej-849 32 8 , , PUNCT alkej-849 32 9 particularly particularly ADV alkej-849 32 10 episodic episodic ADJ alkej-849 32 11 memory memory NOUN alkej-849 32 12 , , PUNCT alkej-849 32 13 is be AUX alkej-849 32 14 related relate VERB alkej-849 32 15 to to ADP alkej-849 32 16 dementia dementia NOUN alkej-849 32 17 , , PUNCT alkej-849 32 18 which which PRON alkej-849 32 19 is be AUX alkej-849 32 20 the the DET alkej-849 32 21 next next ADJ alkej-849 32 22 step step NOUN alkej-849 32 23 following follow VERB alkej-849 32 24 mild mild ADJ alkej-849 32 25 cognitive cognitive ADJ alkej-849 32 26 impairment impairment NOUN alkej-849 32 27 . . PUNCT alkej-849 33 1 mild mild ADJ alkej-849 33 2 cognitive cognitive ADJ alkej-849 33 3 impairment impairment NOUN alkej-849 33 4 is be AUX alkej-849 33 5 the the DET alkej-849 33 6 stage stage NOUN alkej-849 33 7 before before ADP alkej-849 33 8 dementia dementia NOUN alkej-849 33 9 . . PUNCT alkej-849 34 1 10 10 NUM alkej-849 34 2 % % NOUN alkej-849 34 3 of of ADP alkej-849 34 4 patients patient NOUN alkej-849 34 5 will will AUX alkej-849 34 6 acquire acquire VERB alkej-849 34 7 post post ADJ alkej-849 34 8 - - ADJ alkej-849 34 9 stroke stroke ADJ alkej-849 34 10 dementia dementia NOUN alkej-849 34 11 ( ( PUNCT alkej-849 34 12 psd psd NOUN alkej-849 34 13 ) ) PUNCT alkej-849 34 14 or or CCONJ alkej-849 34 15 severe severe ADJ alkej-849 34 16 dementia dementia NOUN alkej-849 34 17 in in ADP alkej-849 34 18 the the DET alkej-849 34 19 months month NOUN alkej-849 34 20 following follow VERB alkej-849 34 21 the the DET alkej-849 34 22 commencement commencement NOUN alkej-849 34 23 of of ADP alkej-849 34 24 an an DET alkej-849 34 25 ischemic ischemic ADJ alkej-849 34 26 stroke stroke NOUN alkej-849 34 27 ( ( PUNCT alkej-849 34 28 30 30 NUM alkej-849 34 29 % % NOUN alkej-849 34 30 with with ADP alkej-849 34 31 recurrent recurrent ADJ alkej-849 34 32 ischemic ischemic ADJ alkej-849 34 33 stroke stroke NOUN alkej-849 34 34 ) ) PUNCT alkej-849 34 35 . . PUNCT alkej-849 35 1 this this PRON alkej-849 35 2 can can AUX alkej-849 35 3 happen happen VERB alkej-849 35 4 as as ADV alkej-849 35 5 early early ADV alkej-849 35 6 as as ADP alkej-849 35 7 three three NUM alkej-849 35 8 months month NOUN alkej-849 35 9 after after ADP alkej-849 35 10 the the DET alkej-849 35 11 stroke stroke NOUN alkej-849 35 12 [ [ X alkej-849 35 13 3 3 NUM alkej-849 35 14 ] ] PUNCT alkej-849 35 15 . . PUNCT alkej-849 36 1 electroencephalography electroencephalography NOUN alkej-849 36 2 ( ( PUNCT alkej-849 36 3 eeg eeg NOUN alkej-849 36 4 ) ) PUNCT alkej-849 36 5 has have AUX alkej-849 36 6 been be AUX alkej-849 36 7 extensively extensively ADV alkej-849 36 8 employed employ VERB alkej-849 36 9 in in ADP alkej-849 36 10 recent recent ADJ alkej-849 36 11 years year NOUN alkej-849 36 12 to to PART alkej-849 36 13 investigate investigate VERB alkej-849 36 14 the the DET alkej-849 36 15 cortical cortical ADJ alkej-849 36 16 abnormalities abnormality NOUN alkej-849 36 17 linked link VERB alkej-849 36 18 to to ADP alkej-849 36 19 dementia dementia NOUN alkej-849 36 20 and and CCONJ alkej-849 36 21 cognitive cognitive ADJ alkej-849 36 22 decline decline NOUN alkej-849 37 1 [ [ X alkej-849 37 2 5 5 NUM alkej-849 37 3 ] ] PUNCT alkej-849 37 4 . . PUNCT alkej-849 38 1 as as ADP alkej-849 38 2 a a DET alkej-849 38 3 result result NOUN alkej-849 38 4 , , PUNCT alkej-849 38 5 eeg eeg PROPN alkej-849 38 6 signal signal NOUN alkej-849 38 7 analysis analysis NOUN alkej-849 38 8 may may AUX alkej-849 38 9 reveal reveal VERB alkej-849 38 10 information information NOUN alkej-849 38 11 on on ADP alkej-849 38 12 cognitive cognitive ADJ alkej-849 38 13 decline decline NOUN alkej-849 38 14 and and CCONJ alkej-849 38 15 dementia dementia NOUN alkej-849 38 16 . . PUNCT alkej-849 39 1 clinical clinical ADJ alkej-849 39 2 eeg eeg PROPN alkej-849 39 3 has have VERB alkej-849 39 4 a a DET alkej-849 39 5 frequency frequency ADJ alkej-849 39 6 range range NOUN alkej-849 39 7 of of ADP alkej-849 39 8 1 1 NUM alkej-849 39 9 to to PART alkej-849 39 10 100 100 NUM alkej-849 39 11 hz hz VERB alkej-849 39 12 and and CCONJ alkej-849 39 13 an an DET alkej-849 39 14 amplitude amplitude NOUN alkej-849 39 15 of of ADP alkej-849 39 16 about about ADV alkej-849 39 17 10 10 NUM alkej-849 39 18 - - SYM alkej-849 39 19 100 100 NUM alkej-849 39 20 millivolts millivolt NOUN alkej-849 40 1 [ [ X alkej-849 40 2 6 6 NUM alkej-849 40 3 ] ] PUNCT alkej-849 40 4 . . PUNCT alkej-849 41 1 the the DET alkej-849 41 2 main main ADJ alkej-849 41 3 differences difference NOUN alkej-849 41 4 between between ADP alkej-849 41 5 healthy healthy ADJ alkej-849 41 6 people people NOUN alkej-849 41 7 and and CCONJ alkej-849 41 8 those those PRON alkej-849 41 9 with with ADP alkej-849 41 10 a a DET alkej-849 41 11 problem problem NOUN alkej-849 41 12 with with ADP alkej-849 41 13 working working NOUN alkej-849 41 14 memory memory NOUN alkej-849 41 15 ( ( PUNCT alkej-849 41 16 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 41 17 ) ) PUNCT alkej-849 41 18 can can AUX alkej-849 41 19 be be AUX alkej-849 41 20 summed sum VERB alkej-849 41 21 up up ADP alkej-849 41 22 as as SCONJ alkej-849 41 23 follows follow VERB alkej-849 41 24 : : PUNCT alkej-849 41 25 dementia dementia NOUN alkej-849 41 26 causes cause VERB alkej-849 41 27 a a DET alkej-849 41 28 slowing slowing NOUN alkej-849 41 29 of of ADP alkej-849 41 30 eeg eeg NOUN alkej-849 41 31 signals signal NOUN alkej-849 41 32 due due ADP alkej-849 41 33 to to ADP alkej-849 41 34 a a DET alkej-849 41 35 power power NOUN alkej-849 41 36 shift shift NOUN alkej-849 41 37 to to ADP alkej-849 41 38 lower low ADJ alkej-849 41 39 frequencies frequency NOUN alkej-849 41 40 and and CCONJ alkej-849 41 41 decreased decrease VERB alkej-849 41 42 corticalsubcortical corticalsubcortical ADJ alkej-849 41 43 communication communication NOUN alkej-849 41 44 for for ADP alkej-849 41 45 patients patient NOUN alkej-849 41 46 with with ADP alkej-849 41 47 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 41 48 and and CCONJ alkej-849 41 49 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 41 50 . . PUNCT alkej-849 42 1 also also ADV alkej-849 42 2 , , PUNCT alkej-849 42 3 the the DET alkej-849 42 4 reduction reduction NOUN alkej-849 42 5 in in ADP alkej-849 42 6 signal signal ADJ alkej-849 42 7 complexity complexity NOUN alkej-849 42 8 caused cause VERB alkej-849 42 9 by by ADP alkej-849 42 10 dementia dementia NOUN alkej-849 42 11 and and CCONJ alkej-849 42 12 other other ADJ alkej-849 42 13 neurodegenerative neurodegenerative ADJ alkej-849 42 14 diseases disease NOUN alkej-849 42 15 . . PUNCT alkej-849 43 1 understanding understand VERB alkej-849 43 2 the the DET alkej-849 43 3 differences difference NOUN alkej-849 43 4 between between ADP alkej-849 43 5 how how SCONJ alkej-849 43 6 healthy healthy ADJ alkej-849 43 7 people people NOUN alkej-849 43 8 and and CCONJ alkej-849 43 9 people people NOUN alkej-849 43 10 with with ADP alkej-849 43 11 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 43 12 problems problem NOUN alkej-849 43 13 show show VERB alkej-849 43 14 eeg eeg NOUN alkej-849 43 15 signals signal NOUN alkej-849 43 16 can can AUX alkej-849 43 17 help help VERB alkej-849 43 18 make make VERB alkej-849 43 19 clinical clinical ADJ alkej-849 43 20 signs sign NOUN alkej-849 43 21 and and CCONJ alkej-849 43 22 better well ADJ alkej-849 43 23 ways way NOUN alkej-849 43 24 to to PART alkej-849 43 25 diagnose diagnose VERB alkej-849 43 26 neurological neurological ADJ alkej-849 43 27 illnesses illness NOUN alkej-849 43 28 [ [ X alkej-849 43 29 5 5 NUM alkej-849 43 30 ] ] PUNCT alkej-849 43 31 . . PUNCT alkej-849 44 1 however however ADV alkej-849 44 2 , , PUNCT alkej-849 44 3 the the DET alkej-849 44 4 eeg eeg NOUN alkej-849 44 5 is be AUX alkej-849 44 6 impacted impact VERB alkej-849 44 7 by by ADP alkej-849 44 8 extracranial extracranial ADJ alkej-849 44 9 sources source NOUN alkej-849 44 10 known know VERB alkej-849 44 11 as as ADP alkej-849 44 12 artifacts artifact NOUN alkej-849 44 13 , , PUNCT alkej-849 44 14 which which PRON alkej-849 44 15 can can AUX alkej-849 44 16 imitate imitate VERB alkej-849 44 17 the the DET alkej-849 44 18 abnormal abnormal ADJ alkej-849 44 19 activity activity NOUN alkej-849 44 20 of of ADP alkej-849 44 21 the the DET alkej-849 44 22 brain brain NOUN alkej-849 44 23 and and CCONJ alkej-849 44 24 hence hence ADV alkej-849 44 25 impair impair VERB alkej-849 44 26 the the DET alkej-849 44 27 analysis analysis NOUN alkej-849 44 28 . . PUNCT alkej-849 45 1 such such ADJ alkej-849 45 2 artifacts artifact NOUN alkej-849 45 3 have have AUX alkej-849 45 4 been be AUX alkej-849 45 5 seen see VERB alkej-849 45 6 in in ADP alkej-849 45 7 eeg eeg NOUN alkej-849 45 8 recordings recording NOUN alkej-849 45 9 and and CCONJ alkej-849 45 10 wrongly wrongly ADV alkej-849 45 11 attributed attribute VERB alkej-849 45 12 to to ADP alkej-849 45 13 neurological neurological ADJ alkej-849 45 14 disorders disorder NOUN alkej-849 45 15 . . PUNCT alkej-849 46 1 clinical clinical ADJ alkej-849 46 2 studies study NOUN alkej-849 46 3 involving involve VERB alkej-849 46 4 eeg eeg NOUN alkej-849 46 5 signals signal NOUN alkej-849 46 6 necessitate necessitate ADJ alkej-849 46 7 the the DET alkej-849 46 8 creation creation NOUN alkej-849 46 9 of of ADP alkej-849 46 10 automatic automatic ADJ alkej-849 46 11 algorithms algorithm NOUN alkej-849 46 12 to to PART alkej-849 46 13 eliminate eliminate VERB alkej-849 46 14 artifacts artifact NOUN alkej-849 46 15 . . PUNCT alkej-849 47 1 several several ADJ alkej-849 47 2 methods method NOUN alkej-849 47 3 have have AUX alkej-849 47 4 been be AUX alkej-849 47 5 proposed propose VERB alkej-849 47 6 for for ADP alkej-849 47 7 artifact artifact ADJ alkej-849 47 8 removal removal NOUN alkej-849 47 9 in in ADP alkej-849 47 10 the the DET alkej-849 47 11 literature literature NOUN alkej-849 47 12 [ [ X alkej-849 47 13 7 7 NUM alkej-849 47 14 ] ] PUNCT alkej-849 47 15 , , PUNCT alkej-849 47 16 including include VERB alkej-849 47 17 regression regression NOUN alkej-849 47 18 - - PUNCT alkej-849 47 19 based base VERB alkej-849 47 20 analysis analysis NOUN alkej-849 47 21 , , PUNCT alkej-849 47 22 wavelet wavelet NOUN alkej-849 47 23 transform transform NOUN alkej-849 47 24 ( ( PUNCT alkej-849 47 25 wt wt NOUN alkej-849 47 26 ) ) PUNCT alkej-849 47 27 , , PUNCT alkej-849 47 28 independent independent ADJ alkej-849 47 29 component component NOUN alkej-849 47 30 analysis analysis NOUN alkej-849 47 31 ( ( PUNCT alkej-849 47 32 ica ica PROPN alkej-849 47 33 ) ) PUNCT alkej-849 47 34 , , PUNCT alkej-849 47 35 blind blind ADJ alkej-849 47 36 source source NOUN alkej-849 47 37 separation separation NOUN alkej-849 47 38 ( ( PUNCT alkej-849 47 39 bss bss NOUN alkej-849 47 40 ) ) PUNCT alkej-849 47 41 , , PUNCT alkej-849 47 42 and and CCONJ alkej-849 47 43 epoch epoch NOUN alkej-849 47 44 rejection rejection NOUN alkej-849 47 45 . . PUNCT alkej-849 48 1 in in ADP alkej-849 48 2 another another DET alkej-849 48 3 example example NOUN alkej-849 48 4 of of ADP alkej-849 48 5 an an DET alkej-849 48 6 automated automate VERB alkej-849 48 7 hybrid hybrid ADJ alkej-849 48 8 artifact artifact NOUN alkej-849 48 9 removal removal NOUN alkej-849 48 10 method method NOUN alkej-849 48 11 , , PUNCT alkej-849 48 12 al al PROPN alkej-849 48 13 - - PUNCT alkej-849 48 14 qazzaz qazzaz PROPN alkej-849 48 15 et et PROPN alkej-849 48 16 al al PROPN alkej-849 48 17 . . PROPN alkej-849 49 1 estimated estimate VERB alkej-849 49 2 ics ics PROPN alkej-849 49 3 first first ADV alkej-849 49 4 , , PUNCT alkej-849 49 5 then then ADV alkej-849 49 6 used use VERB alkej-849 49 7 dwt dwt PROPN alkej-849 49 8 to to PART alkej-849 49 9 detect detect VERB alkej-849 49 10 components component NOUN alkej-849 49 11 as as ADP alkej-849 49 12 artifacts artifact NOUN alkej-849 49 13 that that PRON alkej-849 49 14 had have AUX alkej-849 49 15 been be AUX alkej-849 49 16 marked mark VERB alkej-849 49 17 and and CCONJ alkej-849 49 18 denoised denoise VERB alkej-849 49 19 . . PUNCT alkej-849 50 1 to to PART alkej-849 50 2 produce produce VERB alkej-849 50 3 an an DET alkej-849 50 4 eeg eeg NOUN alkej-849 50 5 devoid devoid ADJ alkej-849 50 6 of of ADP alkej-849 50 7 artifacts artifact NOUN alkej-849 50 8 , , PUNCT alkej-849 50 9 we we PRON alkej-849 50 10 correct correct VERB alkej-849 50 11 the the DET alkej-849 50 12 ics ics NOUN alkej-849 50 13 and and CCONJ alkej-849 50 14 then then ADV alkej-849 50 15 reconstruct reconstruct VERB alkej-849 50 16 them they PRON alkej-849 50 17 using use VERB alkej-849 50 18 inv inv PROPN alkej-849 50 19 - - PUNCT alkej-849 50 20 ica ica NOUN alkej-849 50 21 . . PUNCT alkej-849 51 1 the the DET alkej-849 51 2 benefits benefit NOUN alkej-849 51 3 of of ADP alkej-849 51 4 the the DET alkej-849 51 5 proposed propose VERB alkej-849 51 6 method method NOUN alkej-849 51 7 were be AUX alkej-849 51 8 seen see VERB alkej-849 51 9 by by ADP alkej-849 51 10 the the DET alkej-849 51 11 authors author NOUN alkej-849 51 12 , , PUNCT alkej-849 51 13 who who PRON alkej-849 51 14 found find VERB alkej-849 51 15 that that SCONJ alkej-849 51 16 it it PRON alkej-849 51 17 improved improve VERB alkej-849 51 18 discriminating discriminate VERB alkej-849 51 19 between between ADP alkej-849 51 20 dementia dementia NOUN alkej-849 51 21 and and CCONJ alkej-849 51 22 healthy healthy ADJ alkej-849 51 23 groups group NOUN alkej-849 51 24 [ [ X alkej-849 51 25 5 5 NUM alkej-849 51 26 , , PUNCT alkej-849 51 27 8 8 NUM alkej-849 51 28 ] ] PUNCT alkej-849 51 29 . . PUNCT alkej-849 52 1 numerous numerous ADJ alkej-849 52 2 studies study NOUN alkej-849 52 3 have have AUX alkej-849 52 4 been be AUX alkej-849 52 5 conducted conduct VERB alkej-849 52 6 over over ADP alkej-849 52 7 the the DET alkej-849 52 8 past past ADJ alkej-849 52 9 few few ADJ alkej-849 52 10 years year NOUN alkej-849 52 11 to to PART alkej-849 52 12 examine examine VERB alkej-849 52 13 the the DET alkej-849 52 14 impact impact NOUN alkej-849 52 15 of of ADP alkej-849 52 16 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ NOUN alkej-849 52 17 and and CCONJ alkej-849 52 18 ad ad NOUN alkej-849 52 19 on on ADP alkej-849 52 20 eeg eeg NOUN alkej-849 52 21 signals signal NOUN alkej-849 52 22 and and CCONJ alkej-849 52 23 how how SCONJ alkej-849 52 24 they they PRON alkej-849 52 25 change change VERB alkej-849 52 26 over over ADP alkej-849 52 27 time time NOUN alkej-849 52 28 . . PUNCT alkej-849 53 1 using use VERB alkej-849 53 2 resting rest VERB alkej-849 53 3 - - PUNCT alkej-849 53 4 state state NOUN alkej-849 53 5 eeg eeg NOUN alkej-849 53 6 recordings recording NOUN alkej-849 53 7 , , PUNCT alkej-849 53 8 yin yin PROPN alkej-849 53 9 et et PROPN alkej-849 53 10 al al PROPN alkej-849 53 11 . . PROPN alkej-849 53 12 have have AUX alkej-849 53 13 devised devise VERB alkej-849 53 14 a a DET alkej-849 53 15 scheme scheme NOUN alkej-849 53 16 based base VERB alkej-849 53 17 on on ADP alkej-849 53 18 integrated integrate VERB alkej-849 53 19 spectral spectral ADJ alkej-849 53 20 and and CCONJ alkej-849 53 21 temporal temporal ADJ alkej-849 53 22 analysis analysis NOUN alkej-849 53 23 for for ADP alkej-849 53 24 the the DET alkej-849 53 25 identification identification NOUN alkej-849 53 26 of of ADP alkej-849 53 27 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 53 28 . . PUNCT alkej-849 54 1 stationary stationary ADJ alkej-849 54 2 wavelet wavelet NOUN alkej-849 54 3 transform transform NOUN alkej-849 54 4 ( ( PUNCT alkej-849 54 5 swt swt PROPN alkej-849 54 6 ) ) PUNCT alkej-849 54 7 and and CCONJ alkej-849 54 8 descriptive descriptive ADJ alkej-849 54 9 statistical statistical ADJ alkej-849 54 10 analysis analysis NOUN alkej-849 54 11 with with ADP alkej-849 54 12 support support NOUN alkej-849 54 13 vector vector NOUN alkej-849 54 14 machine machine NOUN alkej-849 54 15 ( ( PUNCT alkej-849 54 16 svm svm PROPN alkej-849 54 17 ) ) PUNCT alkej-849 54 18 classifiers classifier NOUN alkej-849 54 19 were be AUX alkej-849 54 20 used use VERB alkej-849 54 21 to to PART alkej-849 54 22 establish establish VERB alkej-849 54 23 a a DET alkej-849 54 24 three three NUM alkej-849 54 25 - - PUNCT alkej-849 54 26 dimensional dimensional ADJ alkej-849 54 27 discrete discrete ADJ alkej-849 54 28 feature feature NOUN alkej-849 54 29 space space NOUN alkej-849 54 30 . . PUNCT alkej-849 55 1 a a DET alkej-849 55 2 machine machine NOUN alkej-849 55 3 learning learning NOUN alkej-849 55 4 - - PUNCT alkej-849 55 5 based base VERB alkej-849 55 6 methodology methodology NOUN alkej-849 55 7 has have AUX alkej-849 55 8 been be AUX alkej-849 55 9 presented present VERB alkej-849 55 10 by by ADP alkej-849 55 11 kashefpoor kashefpoor PROPN alkej-849 55 12 et et PROPN alkej-849 55 13 al al PROPN alkej-849 55 14 . . PUNCT alkej-849 55 15 to to PART alkej-849 55 16 distinguish distinguish VERB alkej-849 55 17 between between ADP alkej-849 55 18 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ NOUN alkej-849 55 19 and and CCONJ alkej-849 55 20 normal normal ADJ alkej-849 55 21 cases case NOUN alkej-849 55 22 utilizing utilize VERB alkej-849 55 23 basic basic ADJ alkej-849 55 24 spectral spectral ADJ alkej-849 55 25 frequency frequency NOUN alkej-849 55 26 band band NOUN alkej-849 55 27 eeg eeg NOUN alkej-849 55 28 data datum NOUN alkej-849 55 29 [ [ X alkej-849 55 30 9 9 NUM alkej-849 55 31 ] ] PUNCT alkej-849 55 32 . . PUNCT alkej-849 56 1 eight eight NUM alkej-849 56 2 eeg eeg NOUN alkej-849 56 3 biomarkers biomarker NOUN alkej-849 56 4 , , PUNCT alkej-849 56 5 including include VERB alkej-849 56 6 power power NOUN alkej-849 56 7 spectral spectral ADJ alkej-849 56 8 density density PROPN alkej-849 56 9 , , PUNCT alkej-849 56 10 skewness skewness NOUN alkej-849 56 11 , , PUNCT alkej-849 56 12 kurtosis kurtosis NOUN alkej-849 56 13 , , PUNCT alkej-849 56 14 spectral spectral ADJ alkej-849 56 15 skewness skewness NOUN alkej-849 56 16 , , PUNCT alkej-849 56 17 spectral spectral ADJ alkej-849 56 18 kurtosis kurtosis NOUN alkej-849 56 19 , , PUNCT alkej-849 56 20 spectral spectral ADJ alkej-849 56 21 crest crest NOUN alkej-849 56 22 factor factor NOUN alkej-849 56 23 , , PUNCT alkej-849 56 24 spectral spectral ADJ alkej-849 56 25 entropy entropy NOUN alkej-849 56 26 , , PUNCT alkej-849 56 27 and and CCONJ alkej-849 56 28 fractal fractal ADJ alkej-849 56 29 dimension dimension NOUN alkej-849 56 30 , , PUNCT alkej-849 56 31 have have AUX alkej-849 56 32 been be AUX alkej-849 56 33 studied study VERB alkej-849 56 34 by by ADP alkej-849 56 35 sharma sharma PROPN alkej-849 56 36 et et PROPN alkej-849 56 37 al al PROPN alkej-849 56 38 . . PROPN alkej-849 57 1 for for ADP alkej-849 57 2 the the DET alkej-849 57 3 diagnosis diagnosis NOUN alkej-849 57 4 of of ADP alkej-849 57 5 individuals individual NOUN alkej-849 57 6 with with ADP alkej-849 57 7 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 57 8 [ [ X alkej-849 57 9 10 10 NUM alkej-849 57 10 ] ] PUNCT alkej-849 57 11 . . PUNCT alkej-849 58 1 using use VERB alkej-849 58 2 the the DET alkej-849 58 3 ๐‘˜-nearest ๐‘˜-near ADJ alkej-849 58 4 neighbors neighbor NOUN alkej-849 58 5 ( ( PUNCT alkej-849 58 6 ๐‘˜nn ๐‘˜nn NOUN alkej-849 58 7 ) ) PUNCT alkej-849 58 8 technique technique NOUN alkej-849 58 9 , , PUNCT alkej-849 58 10 durongbhan durongbhan INTJ alkej-849 58 11 et et PROPN alkej-849 58 12 al al PROPN alkej-849 58 13 . . PROPN alkej-849 58 14 developed develop VERB alkej-849 58 15 a a DET alkej-849 58 16 supervised supervised ADJ alkej-849 58 17 classification classification NOUN alkej-849 58 18 framework framework NOUN alkej-849 58 19 for for ADP alkej-849 58 20 eeg eeg NOUN alkej-849 58 21 signals signal NOUN alkej-849 58 22 to to PART alkej-849 58 23 distinguish distinguish VERB alkej-849 58 24 between between ADP alkej-849 58 25 healthy healthy ADJ alkej-849 58 26 controls control NOUN alkej-849 58 27 and and CCONJ alkej-849 58 28 ad ad NOUN alkej-849 58 29 participants participant NOUN alkej-849 58 30 [ [ X alkej-849 58 31 11 11 NUM alkej-849 58 32 ] ] PUNCT alkej-849 58 33 . . PUNCT alkej-849 59 1 previous previous ADJ alkej-849 59 2 research research NOUN alkej-849 59 3 has have AUX alkej-849 59 4 largely largely ADV alkej-849 59 5 used use VERB alkej-849 59 6 a a DET alkej-849 59 7 2 2 NUM alkej-849 59 8 - - PUNCT alkej-849 59 9 way way NOUN alkej-849 59 10 classification classification NOUN alkej-849 59 11 ( ( PUNCT alkej-849 59 12 ๐ด๐ท ๐ด๐ท PROPN alkej-849 59 13 vs. vs. ADP alkej-849 59 14 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 59 15 , , PUNCT alkej-849 59 16 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 59 17 vs. vs. ADP alkej-849 59 18 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 59 19 ) ) PUNCT alkej-849 59 20 however however ADV alkej-849 59 21 some some DET alkej-849 59 22 studies study NOUN alkej-849 59 23 have have AUX alkej-849 59 24 reported report VERB alkej-849 59 25 using use VERB alkej-849 59 26 a a DET alkej-849 59 27 3 3 NUM alkej-849 59 28 - - PUNCT alkej-849 59 29 way way NOUN alkej-849 59 30 classification classification NOUN alkej-849 59 31 . . PUNCT alkej-849 60 1 other other ADJ alkej-849 60 2 researchers researcher NOUN alkej-849 60 3 have have AUX alkej-849 60 4 looked look VERB alkej-849 60 5 into into ADP alkej-849 60 6 the the DET alkej-849 60 7 possibility possibility NOUN alkej-849 60 8 of of ADP alkej-849 60 9 using use VERB alkej-849 60 10 power power NOUN alkej-849 60 11 spectrum spectrum NOUN alkej-849 60 12 analysis analysis NOUN alkej-849 60 13 for for ADP alkej-849 60 14 the the DET alkej-849 60 15 early early ADJ alkej-849 60 16 diagnosis diagnosis NOUN alkej-849 60 17 of of ADP alkej-849 60 18 ad ad NOUN alkej-849 60 19 and and CCONJ alkej-849 60 20 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 60 21 [ [ X alkej-849 60 22 5 5 NUM alkej-849 60 23 ] ] PUNCT alkej-849 60 24 . . PUNCT alkej-849 61 1 in in ADP alkej-849 61 2 [ [ X alkej-849 61 3 12 12 NUM alkej-849 61 4 ] ] PUNCT alkej-849 61 5 , , PUNCT alkej-849 61 6 neuro neuro NOUN alkej-849 61 7 - - PUNCT alkej-849 61 8 markers marker NOUN alkej-849 61 9 based base VERB alkej-849 61 10 on on ADP alkej-849 61 11 complexity complexity NOUN alkej-849 61 12 are be AUX alkej-849 61 13 calculated calculate VERB alkej-849 61 14 from from ADP alkej-849 61 15 ad ad NOUN alkej-849 61 16 patients patient NOUN alkej-849 61 17 and and CCONJ alkej-849 61 18 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 61 19 participants participant NOUN alkej-849 61 20 . . PUNCT alkej-849 62 1 these these DET alkej-849 62 2 noor noor PROPN alkej-849 62 3 k. k. PROPN alkej-849 62 4 al al PROPN alkej-849 62 5 - - PUNCT alkej-849 62 6 qazzaz qazzaz PROPN alkej-849 62 7 al al PROPN alkej-849 62 8 - - PUNCT alkej-849 62 9 khwarizmi khwarizmi PROPN alkej-849 62 10 engineering engineering NOUN alkej-849 62 11 journal journal PROPN alkej-849 62 12 , , PUNCT alkej-849 62 13 vol vol NOUN alkej-849 62 14 . . PROPN alkej-849 62 15 19 19 NUM alkej-849 62 16 , , PUNCT alkej-849 62 17 no no INTJ alkej-849 62 18 . . NOUN alkej-849 62 19 4 4 NUM alkej-849 62 20 , , PUNCT alkej-849 62 21 p.p p.p PROPN alkej-849 62 22 . . NOUN alkej-849 62 23 2941(2023 2941(2023 NUM alkej-849 62 24 ) ) PUNCT alkej-849 62 25 31 31 NUM alkej-849 62 26 complexity complexity NOUN alkej-849 62 27 measures measure NOUN alkej-849 62 28 include include VERB alkej-849 62 29 fractal fractal ADJ alkej-849 62 30 dimension dimension NOUN alkej-849 62 31 and and CCONJ alkej-849 62 32 lempel lempel PROPN alkej-849 62 33 - - PUNCT alkej-849 62 34 ziv ziv PROPN alkej-849 62 35 complexity complexity NOUN alkej-849 62 36 . . PUNCT alkej-849 63 1 a a DET alkej-849 63 2 variety variety NOUN alkej-849 63 3 of of ADP alkej-849 63 4 entropies entropy NOUN alkej-849 63 5 , , PUNCT alkej-849 63 6 such such ADJ alkej-849 63 7 as as ADP alkej-849 63 8 spectral spectral ADJ alkej-849 63 9 entropy entropy NOUN alkej-849 63 10 ( ( PUNCT alkej-849 63 11 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 63 12 ) ) PUNCT alkej-849 63 13 , , PUNCT alkej-849 63 14 permutation permutation NOUN alkej-849 63 15 entropy entropy NOUN alkej-849 63 16 ( ( PUNCT alkej-849 63 17 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 63 18 ) ) PUNCT alkej-849 63 19 , , PUNCT alkej-849 63 20 tsallis tsallis PROPN alkej-849 63 21 entropy entropy PROPN alkej-849 63 22 ( ( PUNCT alkej-849 63 23 ๐‘‡๐‘ ๐ธ๐‘› ๐‘‡๐‘ ๐ธ๐‘› PROPN alkej-849 63 24 ) ) PUNCT alkej-849 63 25 , , PUNCT alkej-849 63 26 approximation approximation NOUN alkej-849 63 27 entropy entropy NOUN alkej-849 63 28 ( ( PUNCT alkej-849 63 29 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 63 30 ) ) PUNCT alkej-849 63 31 , , PUNCT alkej-849 63 32 and and CCONJ alkej-849 63 33 sample sample NOUN alkej-849 63 34 entropy entropy NOUN alkej-849 63 35 ( ( PUNCT alkej-849 63 36 ๐‘†๐‘Ž๐‘š๐‘๐ธ๐‘› ๐‘†๐‘Ž๐‘š๐‘๐ธ๐‘› PROPN alkej-849 63 37 ) ) PUNCT alkej-849 63 38 , , PUNCT alkej-849 63 39 could could AUX alkej-849 63 40 be be AUX alkej-849 63 41 computed compute VERB alkej-849 63 42 for for ADP alkej-849 63 43 this this DET alkej-849 63 44 demand demand NOUN alkej-849 63 45 in in ADP alkej-849 63 46 order order NOUN alkej-849 63 47 to to PART alkej-849 63 48 examine examine VERB alkej-849 63 49 the the DET alkej-849 63 50 eeg eeg NOUN alkej-849 63 51 markers marker NOUN alkej-849 63 52 that that PRON alkej-849 63 53 may may AUX alkej-849 63 54 aid aid VERB alkej-849 63 55 in in ADP alkej-849 63 56 dementia dementia NOUN alkej-849 63 57 early early ADJ alkej-849 63 58 detection detection NOUN alkej-849 63 59 [ [ X alkej-849 63 60 13 13 NUM alkej-849 63 61 ] ] PUNCT alkej-849 63 62 . . PUNCT alkej-849 64 1 a a DET alkej-849 64 2 three three NUM alkej-849 64 3 - - PUNCT alkej-849 64 4 way way NOUN alkej-849 64 5 categorization categorization NOUN alkej-849 64 6 methodology methodology NOUN alkej-849 64 7 was be AUX alkej-849 64 8 used use VERB alkej-849 64 9 in in ADP alkej-849 64 10 one one NUM alkej-849 64 11 study study NOUN alkej-849 64 12 [ [ X alkej-849 64 13 14 14 NUM alkej-849 64 14 ] ] PUNCT alkej-849 64 15 . . PUNCT alkej-849 65 1 eyes eye NOUN alkej-849 65 2 - - PUNCT alkej-849 65 3 open open ADJ alkej-849 65 4 , , PUNCT alkej-849 65 5 eyes eye NOUN alkej-849 65 6 - - PUNCT alkej-849 65 7 closed close VERB alkej-849 65 8 with with ADP alkej-849 65 9 a a DET alkej-849 65 10 counting counting NOUN alkej-849 65 11 task task NOUN alkej-849 65 12 , , PUNCT alkej-849 65 13 and and CCONJ alkej-849 65 14 eyes eye NOUN alkej-849 65 15 - - PUNCT alkej-849 65 16 closed close VERB alkej-849 65 17 conditions condition NOUN alkej-849 65 18 were be AUX alkej-849 65 19 used use VERB alkej-849 65 20 to to PART alkej-849 65 21 compute compute VERB alkej-849 65 22 spectral spectral ADJ alkej-849 65 23 and and CCONJ alkej-849 65 24 complexity complexity NOUN alkej-849 65 25 features feature NOUN alkej-849 65 26 from from ADP alkej-849 65 27 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 65 28 , , PUNCT alkej-849 65 29 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 65 30 , , PUNCT alkej-849 65 31 and and CCONJ alkej-849 65 32 ad ad NOUN alkej-849 65 33 participants participant NOUN alkej-849 65 34 , , PUNCT alkej-849 65 35 respectively respectively ADV alkej-849 65 36 . . PUNCT alkej-849 66 1 time time NOUN alkej-849 66 2 - - PUNCT alkej-849 66 3 frequency frequency NOUN alkej-849 66 4 domain domain NOUN alkej-849 66 5 parameters parameter NOUN alkej-849 66 6 ( ( PUNCT alkej-849 66 7 relative relative ADJ alkej-849 66 8 power power NOUN alkej-849 66 9 band band NOUN alkej-849 66 10 , , PUNCT alkej-849 66 11 median median ADJ alkej-849 66 12 frequency frequency NOUN alkej-849 66 13 ) ) PUNCT alkej-849 66 14 and and CCONJ alkej-849 66 15 entropy entropy NOUN alkej-849 66 16 - - PUNCT alkej-849 66 17 based base VERB alkej-849 66 18 neuro neuro NOUN alkej-849 66 19 - - PUNCT alkej-849 66 20 markers marker NOUN alkej-849 66 21 ( ( PUNCT alkej-849 66 22 spectral spectral ADJ alkej-849 66 23 entropy entropy PROPN alkej-849 66 24 , , PUNCT alkej-849 66 25 sample sample NOUN alkej-849 66 26 entropy entropy NOUN alkej-849 66 27 , , PUNCT alkej-849 66 28 auto auto NOUN alkej-849 66 29 - - PUNCT alkej-849 66 30 mutual mutual ADJ alkej-849 66 31 information information NOUN alkej-849 66 32 ) ) PUNCT alkej-849 66 33 have have AUX alkej-849 66 34 been be AUX alkej-849 66 35 merged merge VERB alkej-849 66 36 by by ADP alkej-849 66 37 ruiz ruiz NOUN alkej-849 66 38 - - PUNCT alkej-849 66 39 gomez gomez PROPN alkej-849 66 40 et et PROPN alkej-849 66 41 al al PROPN alkej-849 66 42 . . PUNCT alkej-849 67 1 [ [ X alkej-849 67 2 15 15 NUM alkej-849 67 3 ] ] PUNCT alkej-849 67 4 . . PUNCT alkej-849 68 1 eyes eye NOUN alkej-849 68 2 - - PUNCT alkej-849 68 3 open open ADJ alkej-849 68 4 and and CCONJ alkej-849 68 5 eyes eye NOUN alkej-849 68 6 - - PUNCT alkej-849 68 7 closed close VERB alkej-849 68 8 eeg eeg NOUN alkej-849 68 9 recordings recording NOUN alkej-849 68 10 were be AUX alkej-849 68 11 obtained obtain VERB alkej-849 68 12 from from ADP alkej-849 68 13 individuals individual NOUN alkej-849 68 14 with with ADP alkej-849 68 15 ๐ด๐ท ๐ด๐ท PROPN alkej-849 68 16 , , PUNCT alkej-849 68 17 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 68 18 , , PUNCT alkej-849 68 19 and and CCONJ alkej-849 68 20 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 68 21 [ [ X alkej-849 68 22 16 16 NUM alkej-849 68 23 ] ] PUNCT alkej-849 68 24 . . PUNCT alkej-849 69 1 classification classification NOUN alkej-849 69 2 was be AUX alkej-849 69 3 carried carry VERB alkej-849 69 4 out out ADP alkej-849 69 5 using use VERB alkej-849 69 6 linear linear PROPN alkej-849 69 7 discriminant discriminant ADJ alkej-849 69 8 analysis analysis NOUN alkej-849 69 9 ( ( PUNCT alkej-849 69 10 lda lda PROPN alkej-849 69 11 ) ) PUNCT alkej-849 69 12 , , PUNCT alkej-849 69 13 quadratic quadratic ADJ alkej-849 69 14 discriminant discriminant ADJ alkej-849 69 15 analysis analysis NOUN alkej-849 69 16 ( ( PUNCT alkej-849 69 17 qda qda NOUN alkej-849 69 18 ) ) PUNCT alkej-849 69 19 , , PUNCT alkej-849 69 20 and and CCONJ alkej-849 69 21 multi multi ADJ alkej-849 69 22 - - ADJ alkej-849 69 23 layer layer ADJ alkej-849 69 24 perceptron perceptron NOUN alkej-849 69 25 ( ( PUNCT alkej-849 69 26 mlp mlp PROPN alkej-849 69 27 ) ) PUNCT alkej-849 69 28 . . PUNCT alkej-849 70 1 toural toural PROPN alkej-849 70 2 et et PROPN alkej-849 70 3 al al PROPN alkej-849 70 4 . . PROPN alkej-849 71 1 have have AUX alkej-849 71 2 classified classify VERB alkej-849 71 3 patients patient NOUN alkej-849 71 4 into into ADP alkej-849 71 5 three three NUM alkej-849 71 6 groups group NOUN alkej-849 71 7 using use VERB alkej-849 71 8 wavelet wavelet NOUN alkej-849 71 9 entropy entropy PROPN alkej-849 71 10 , , PUNCT alkej-849 71 11 relative relative ADJ alkej-849 71 12 beta beta NOUN alkej-849 71 13 , , PUNCT alkej-849 71 14 and and CCONJ alkej-849 71 15 theta theta NOUN alkej-849 71 16 power power NOUN alkej-849 71 17 [ [ X alkej-849 71 18 17 17 NUM alkej-849 71 19 ] ] PUNCT alkej-849 71 20 . . PUNCT alkej-849 72 1 in in ADP alkej-849 72 2 the the DET alkej-849 72 3 preclassification preclassification NOUN alkej-849 72 4 phase phase NOUN alkej-849 72 5 , , PUNCT alkej-849 72 6 a a DET alkej-849 72 7 svm svm NOUN alkej-849 72 8 is be AUX alkej-849 72 9 employed employ VERB alkej-849 72 10 for for ADP alkej-849 72 11 binary binary ADJ alkej-849 72 12 assessment assessment NOUN alkej-849 72 13 , , PUNCT alkej-849 72 14 and and CCONJ alkej-849 72 15 in in ADP alkej-849 72 16 the the DET alkej-849 72 17 classification classification NOUN alkej-849 72 18 phase phase NOUN alkej-849 72 19 , , PUNCT alkej-849 72 20 a a DET alkej-849 72 21 neural neural ADJ alkej-849 72 22 network network NOUN alkej-849 72 23 is be AUX alkej-849 72 24 implemented implement VERB alkej-849 72 25 for for ADP alkej-849 72 26 the the DET alkej-849 72 27 voting voting NOUN alkej-849 72 28 mechanism mechanism NOUN alkej-849 72 29 . . PUNCT alkej-849 73 1 the the DET alkej-849 73 2 power power NOUN alkej-849 73 3 spectrum spectrum NOUN alkej-849 73 4 density density NOUN alkej-849 73 5 of of ADP alkej-849 73 6 eeg eeg PROPN alkej-849 73 7 sub sub NOUN alkej-849 73 8 - - ADJ alkej-849 73 9 bands band NOUN alkej-849 73 10 and and CCONJ alkej-849 73 11 interhemispheric interhemispheric ADJ alkej-849 73 12 coherence coherence NOUN alkej-849 73 13 were be AUX alkej-849 73 14 determined determine VERB alkej-849 73 15 by by ADP alkej-849 73 16 oltu oltu VERB alkej-849 73 17 et et PROPN alkej-849 73 18 al al PROPN alkej-849 73 19 . . PUNCT alkej-849 74 1 using use VERB alkej-849 74 2 data datum NOUN alkej-849 74 3 from from ADP alkej-849 74 4 ๐ด๐ท ๐ด๐ท PROPN alkej-849 74 5 , , PUNCT alkej-849 74 6 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 74 7 , , PUNCT alkej-849 74 8 and and CCONJ alkej-849 74 9 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 74 10 . . PUNCT alkej-849 75 1 each each DET alkej-849 75 2 eeg eeg PROPN alkej-849 75 3 sub sub ADJ alkej-849 75 4 - - ADJ alkej-849 75 5 band band NOUN alkej-849 75 6 's 's PART alkej-849 75 7 variance variance NOUN alkej-849 75 8 and and CCONJ alkej-849 75 9 amplitude amplitude NOUN alkej-849 75 10 sum sum NOUN alkej-849 75 11 , , PUNCT alkej-849 75 12 as as ADV alkej-849 75 13 well well ADV alkej-849 75 14 as as ADP alkej-849 75 15 the the DET alkej-849 75 16 coherence coherence NOUN alkej-849 75 17 amplitude amplitude NOUN alkej-849 75 18 sum sum NOUN alkej-849 75 19 , , PUNCT alkej-849 75 20 are be AUX alkej-849 75 21 included include VERB alkej-849 75 22 in in ADP alkej-849 75 23 the the DET alkej-849 75 24 feature feature NOUN alkej-849 75 25 vectors vector NOUN alkej-849 75 26 [ [ X alkej-849 75 27 18 18 NUM alkej-849 75 28 ] ] PUNCT alkej-849 75 29 . . PUNCT alkej-849 76 1 the the DET alkej-849 76 2 use use NOUN alkej-849 76 3 of of ADP alkej-849 76 4 eeg eeg NOUN alkej-849 76 5 for for ADP alkej-849 76 6 the the DET alkej-849 76 7 detection detection NOUN alkej-849 76 8 and and CCONJ alkej-849 76 9 classification classification NOUN alkej-849 76 10 of of ADP alkej-849 76 11 dementia dementia NOUN alkej-849 76 12 - - PUNCT alkej-849 76 13 related relate VERB alkej-849 76 14 brain brain NOUN alkej-849 76 15 activity activity NOUN alkej-849 76 16 patterns pattern NOUN alkej-849 76 17 has have AUX alkej-849 76 18 shown show VERB alkej-849 76 19 encouraging encouraging ADJ alkej-849 76 20 results result NOUN alkej-849 76 21 . . PUNCT alkej-849 77 1 in in ADP alkej-849 77 2 spite spite NOUN alkej-849 77 3 of of ADP alkej-849 77 4 this this PRON alkej-849 77 5 , , PUNCT alkej-849 77 6 additional additional ADJ alkej-849 77 7 study study NOUN alkej-849 77 8 is be AUX alkej-849 77 9 required require VERB alkej-849 77 10 in in ADP alkej-849 77 11 two two NUM alkej-849 77 12 areas area NOUN alkej-849 77 13 : : PUNCT alkej-849 77 14 dimensionality dimensionality NOUN alkej-849 77 15 reduction reduction NOUN alkej-849 77 16 and and CCONJ alkej-849 77 17 channel channel NOUN alkej-849 77 18 selection selection NOUN alkej-849 77 19 . . PUNCT alkej-849 78 1 first first ADV alkej-849 78 2 of of ADP alkej-849 78 3 all all PRON alkej-849 78 4 , , PUNCT alkej-849 78 5 dimensionality dimensionality NOUN alkej-849 78 6 reduction reduction NOUN alkej-849 78 7 strategies strategy NOUN alkej-849 78 8 try try VERB alkej-849 78 9 to to PART alkej-849 78 10 minimize minimize VERB alkej-849 78 11 the the DET alkej-849 78 12 loss loss NOUN alkej-849 78 13 of of ADP alkej-849 78 14 information information NOUN alkej-849 78 15 by by ADP alkej-849 78 16 simplifying simplify VERB alkej-849 78 17 the the DET alkej-849 78 18 number number NOUN alkej-849 78 19 of of ADP alkej-849 78 20 features feature NOUN alkej-849 78 21 or or CCONJ alkej-849 78 22 variables variable NOUN alkej-849 78 23 in in ADP alkej-849 78 24 eeg eeg PROPN alkej-849 78 25 data datum NOUN alkej-849 78 26 . . PUNCT alkej-849 79 1 next next ADJ alkej-849 79 2 - - PUNCT alkej-849 79 3 generation generation NOUN alkej-849 79 4 classification classification NOUN alkej-849 79 5 algorithms algorithm NOUN alkej-849 79 6 can can AUX alkej-849 79 7 be be AUX alkej-849 79 8 made make VERB alkej-849 79 9 more more ADV alkej-849 79 10 manageable manageable ADJ alkej-849 79 11 in in ADP alkej-849 79 12 terms term NOUN alkej-849 79 13 of of ADP alkej-849 79 14 both both CCONJ alkej-849 79 15 complexity complexity NOUN alkej-849 79 16 and and CCONJ alkej-849 79 17 computing compute VERB alkej-849 79 18 overhead overhead NOUN alkej-849 79 19 if if SCONJ alkej-849 79 20 the the DET alkej-849 79 21 dimensionality dimensionality NOUN alkej-849 79 22 of of ADP alkej-849 79 23 the the DET alkej-849 79 24 data datum NOUN alkej-849 79 25 is be AUX alkej-849 79 26 reduced reduce VERB alkej-849 79 27 . . PUNCT alkej-849 80 1 the the DET alkej-849 80 2 best good ADJ alkej-849 80 3 dimensionality dimensionality NOUN alkej-849 80 4 reduction reduction NOUN alkej-849 80 5 strategies strategy NOUN alkej-849 80 6 to to PART alkej-849 80 7 improve improve VERB alkej-849 80 8 eeg eeg NOUN alkej-849 80 9 categorization categorization NOUN alkej-849 80 10 in in ADP alkej-849 80 11 dementia dementia NOUN alkej-849 80 12 are be AUX alkej-849 80 13 not not PART alkej-849 80 14 yet yet ADV alkej-849 80 15 fully fully ADV alkej-849 80 16 understood understand VERB alkej-849 80 17 . . PUNCT alkej-849 81 1 despite despite SCONJ alkej-849 81 2 their their PRON alkej-849 81 3 success success NOUN alkej-849 81 4 elsewhere elsewhere ADV alkej-849 81 5 , , PUNCT alkej-849 81 6 techniques technique NOUN alkej-849 81 7 for for ADP alkej-849 81 8 dimensionality dimensionality NOUN alkej-849 81 9 reduction reduction NOUN alkej-849 81 10 were be AUX alkej-849 81 11 applied apply VERB alkej-849 81 12 to to PART alkej-849 81 13 increase increase VERB alkej-849 81 14 the the DET alkej-849 81 15 classification classification NOUN alkej-849 81 16 accuracy accuracy NOUN alkej-849 81 17 . . PUNCT alkej-849 82 1 there there PRON alkej-849 82 2 are be VERB alkej-849 82 3 many many ADJ alkej-849 82 4 techniques technique NOUN alkej-849 82 5 that that PRON alkej-849 82 6 can can AUX alkej-849 82 7 be be AUX alkej-849 82 8 applied apply VERB alkej-849 82 9 , , PUNCT alkej-849 82 10 including include VERB alkej-849 82 11 the the DET alkej-849 82 12 well well ADV alkej-849 82 13 - - PUNCT alkej-849 82 14 known know VERB alkej-849 82 15 principal principal ADJ alkej-849 82 16 component component NOUN alkej-849 82 17 analysis analysis NOUN alkej-849 82 18 ( ( PUNCT alkej-849 82 19 pca pca NOUN alkej-849 82 20 ) ) PUNCT alkej-849 82 21 technique technique NOUN alkej-849 82 22 for for ADP alkej-849 82 23 dimensionality dimensionality NOUN alkej-849 82 24 reduction reduction NOUN alkej-849 82 25 . . PUNCT alkej-849 83 1 the the DET alkej-849 83 2 pca pca PROPN alkej-849 83 3 approach approach NOUN alkej-849 83 4 is be AUX alkej-849 83 5 frequently frequently ADV alkej-849 83 6 used use VERB alkej-849 83 7 to to PART alkej-849 83 8 prevent prevent VERB alkej-849 83 9 redundancy redundancy NOUN alkej-849 83 10 in in ADP alkej-849 83 11 high high ADJ alkej-849 83 12 - - PUNCT alkej-849 83 13 dimensional dimensional ADJ alkej-849 83 14 data datum NOUN alkej-849 83 15 [ [ X alkej-849 83 16 19 19 NUM alkej-849 83 17 ] ] PUNCT alkej-849 83 18 . . PUNCT alkej-849 84 1 additionally additionally ADV alkej-849 84 2 , , PUNCT alkej-849 84 3 channel channel NOUN alkej-849 84 4 selection selection NOUN alkej-849 84 5 is be AUX alkej-849 84 6 a a DET alkej-849 84 7 type type NOUN alkej-849 84 8 of of ADP alkej-849 84 9 feature feature NOUN alkej-849 84 10 selection selection NOUN alkej-849 84 11 that that PRON alkej-849 84 12 may may AUX alkej-849 84 13 be be AUX alkej-849 84 14 applied apply VERB alkej-849 84 15 to to ADP alkej-849 84 16 the the DET alkej-849 84 17 removal removal NOUN alkej-849 84 18 of of ADP alkej-849 84 19 irrelevant irrelevant ADJ alkej-849 84 20 or or CCONJ alkej-849 84 21 noisy noisy ADJ alkej-849 84 22 channels channel NOUN alkej-849 84 23 and and CCONJ alkej-849 84 24 the the DET alkej-849 84 25 selection selection NOUN alkej-849 84 26 of of ADP alkej-849 84 27 channels channel NOUN alkej-849 84 28 with with ADP alkej-849 84 29 related related ADJ alkej-849 84 30 features feature NOUN alkej-849 84 31 [ [ X alkej-849 84 32 20 20 NUM alkej-849 84 33 ] ] PUNCT alkej-849 84 34 . . PUNCT alkej-849 85 1 the the DET alkej-849 85 2 most most ADV alkej-849 85 3 efficient efficient ADJ alkej-849 85 4 eeg eeg NOUN alkej-849 85 5 channels channel NOUN alkej-849 85 6 have have AUX alkej-849 85 7 been be AUX alkej-849 85 8 determined determine VERB alkej-849 85 9 using use VERB alkej-849 85 10 the the DET alkej-849 85 11 sparse sparse ADJ alkej-849 85 12 common common ADJ alkej-849 85 13 spatial spatial ADJ alkej-849 85 14 pattern pattern NOUN alkej-849 85 15 ( ( PUNCT alkej-849 85 16 scsp scsp NOUN alkej-849 85 17 ) ) PUNCT alkej-849 85 18 algorithm algorithm NOUN alkej-849 85 19 , , PUNCT alkej-849 85 20 the the DET alkej-849 85 21 mutual mutual ADJ alkej-849 85 22 information information NOUN alkej-849 85 23 technique technique NOUN alkej-849 85 24 [ [ X alkej-849 85 25 21 21 NUM alkej-849 85 26 , , PUNCT alkej-849 85 27 22 22 NUM alkej-849 85 28 ] ] PUNCT alkej-849 85 29 , , PUNCT alkej-849 85 30 the the DET alkej-849 85 31 recursive recursive ADJ alkej-849 85 32 channel channel NOUN alkej-849 85 33 elimination elimination NOUN alkej-849 85 34 ( ( PUNCT alkej-849 85 35 rce rce NOUN alkej-849 85 36 ) ) PUNCT alkej-849 85 37 approach approach NOUN alkej-849 85 38 [ [ X alkej-849 85 39 23 23 NUM alkej-849 85 40 ] ] PUNCT alkej-849 85 41 , , PUNCT alkej-849 85 42 and and CCONJ alkej-849 85 43 the the DET alkej-849 85 44 differential differential ADJ alkej-849 85 45 evolution evolution NOUN alkej-849 85 46 โ€“ โ€“ PUNCT alkej-849 85 47 based base VERB alkej-849 85 48 channel channel NOUN alkej-849 85 49 selection selection NOUN alkej-849 85 50 algorithm algorithm NOUN alkej-849 85 51 ( ( PUNCT alkej-849 85 52 defs_ch defs_ch X alkej-849 85 53 ) ) PUNCT alkej-849 86 1 [ [ X alkej-849 86 2 20 20 NUM alkej-849 86 3 , , PUNCT alkej-849 86 4 24 24 NUM alkej-849 86 5 ] ] PUNCT alkej-849 86 6 . . PUNCT alkej-849 87 1 although although SCONJ alkej-849 87 2 the the DET alkej-849 87 3 strategy strategy NOUN alkej-849 87 4 of of ADP alkej-849 87 5 channel channel NOUN alkej-849 87 6 selection selection NOUN alkej-849 87 7 can can AUX alkej-849 87 8 offer offer VERB alkej-849 87 9 the the DET alkej-849 87 10 benefits benefit NOUN alkej-849 87 11 of of ADP alkej-849 87 12 eliminating eliminate VERB alkej-849 87 13 unimportant unimportant ADJ alkej-849 87 14 channels channel NOUN alkej-849 87 15 or or CCONJ alkej-849 87 16 choosing choose VERB alkej-849 87 17 a a DET alkej-849 87 18 small small ADJ alkej-849 87 19 number number NOUN alkej-849 87 20 of of ADP alkej-849 87 21 significant significant ADJ alkej-849 87 22 eeg eeg NOUN alkej-849 87 23 features feature NOUN alkej-849 87 24 to to PART alkej-849 87 25 enhance enhance VERB alkej-849 87 26 classification classification NOUN alkej-849 87 27 performance performance NOUN alkej-849 87 28 . . PUNCT alkej-849 88 1 second second ADJ alkej-849 88 2 , , PUNCT alkej-849 88 3 channel channel NOUN alkej-849 88 4 selection selection NOUN alkej-849 88 5 includes include VERB alkej-849 88 6 picking pick VERB alkej-849 88 7 the the DET alkej-849 88 8 eeg eeg NOUN alkej-849 88 9 channels channel NOUN alkej-849 88 10 that that PRON alkej-849 88 11 add add VERB alkej-849 88 12 the the DET alkej-849 88 13 most most ADJ alkej-849 88 14 value value NOUN alkej-849 88 15 to to ADP alkej-849 88 16 the the DET alkej-849 88 17 categorization categorization NOUN alkej-849 88 18 process process NOUN alkej-849 88 19 . . PUNCT alkej-849 89 1 this this DET alkej-849 89 2 method method NOUN alkej-849 89 3 can can AUX alkej-849 89 4 enhance enhance VERB alkej-849 89 5 classification classification NOUN alkej-849 89 6 precision precision NOUN alkej-849 89 7 , , PUNCT alkej-849 89 8 however however ADV alkej-849 89 9 , , PUNCT alkej-849 89 10 the the DET alkej-849 89 11 best good ADJ alkej-849 89 12 way way NOUN alkej-849 89 13 to to PART alkej-849 89 14 pick pick VERB alkej-849 89 15 channels channel NOUN alkej-849 89 16 for for ADP alkej-849 89 17 eeg eeg NOUN alkej-849 89 18 classification classification NOUN alkej-849 89 19 purposes purpose NOUN alkej-849 89 20 in in ADP alkej-849 89 21 dementia dementia NOUN alkej-849 89 22 is be AUX alkej-849 89 23 not not PART alkej-849 89 24 yet yet ADV alkej-849 89 25 certain certain ADJ alkej-849 89 26 . . PUNCT alkej-849 90 1 channel channel NOUN alkej-849 90 2 selection selection NOUN alkej-849 90 3 can can AUX alkej-849 90 4 be be AUX alkej-849 90 5 based base VERB alkej-849 90 6 on on ADP alkej-849 90 7 a a DET alkej-849 90 8 variety variety NOUN alkej-849 90 9 of of ADP alkej-849 90 10 parameters parameter NOUN alkej-849 90 11 , , PUNCT alkej-849 90 12 including include VERB alkej-849 90 13 statistics statistic NOUN alkej-849 90 14 , , PUNCT alkej-849 90 15 spectral spectral ADJ alkej-849 90 16 analysis analysis NOUN alkej-849 90 17 , , PUNCT alkej-849 90 18 and and CCONJ alkej-849 90 19 geographical geographical ADJ alkej-849 90 20 patterns pattern NOUN alkej-849 90 21 ; ; PUNCT alkej-849 90 22 nevertheless nevertheless ADV alkej-849 90 23 , , PUNCT alkej-849 90 24 their their PRON alkej-849 90 25 efficacy efficacy NOUN alkej-849 90 26 and and CCONJ alkej-849 90 27 robustness robustness NOUN alkej-849 90 28 must must AUX alkej-849 90 29 be be AUX alkej-849 90 30 assessed assess VERB alkej-849 90 31 in in ADP alkej-849 90 32 the the DET alkej-849 90 33 context context NOUN alkej-849 90 34 of of ADP alkej-849 90 35 dementia dementia NOUN alkej-849 90 36 [ [ X alkej-849 90 37 25 25 NUM alkej-849 90 38 ] ] PUNCT alkej-849 90 39 . . PUNCT alkej-849 91 1 most most ADJ alkej-849 91 2 of of ADP alkej-849 91 3 the the DET alkej-849 91 4 approaches approach NOUN alkej-849 91 5 in in ADP alkej-849 91 6 the the DET alkej-849 91 7 literature literature NOUN alkej-849 91 8 have have VERB alkej-849 91 9 a a DET alkej-849 91 10 complicated complicated ADJ alkej-849 91 11 structure structure NOUN alkej-849 91 12 and and CCONJ alkej-849 91 13 take take VERB alkej-849 91 14 a a DET alkej-849 91 15 long long ADJ alkej-849 91 16 time time NOUN alkej-849 91 17 since since SCONJ alkej-849 91 18 they they PRON alkej-849 91 19 do do AUX alkej-849 91 20 not not PART alkej-849 91 21 employ employ VERB alkej-849 91 22 a a DET alkej-849 91 23 data data NOUN alkej-849 91 24 - - PUNCT alkej-849 91 25 efficient efficient ADJ alkej-849 91 26 reduction reduction NOUN alkej-849 91 27 technique technique NOUN alkej-849 91 28 , , PUNCT alkej-849 91 29 which which PRON alkej-849 91 30 is be AUX alkej-849 91 31 necessary necessary ADJ alkej-849 91 32 for for ADP alkej-849 91 33 fast fast ADJ alkej-849 91 34 and and CCONJ alkej-849 91 35 accurate accurate ADJ alkej-849 91 36 analysis analysis NOUN alkej-849 91 37 . . PUNCT alkej-849 92 1 effective effective ADJ alkej-849 92 2 dimensionality dimensionality NOUN alkej-849 92 3 reduction reduction NOUN alkej-849 92 4 approaches approach NOUN alkej-849 92 5 and and CCONJ alkej-849 92 6 optimal optimal ADJ alkej-849 92 7 channel channel NOUN alkej-849 92 8 selection selection NOUN alkej-849 92 9 procedures procedure NOUN alkej-849 92 10 are be AUX alkej-849 92 11 the the DET alkej-849 92 12 last last ADJ alkej-849 92 13 pieces piece NOUN alkej-849 92 14 of of ADP alkej-849 92 15 the the DET alkej-849 92 16 puzzle puzzle NOUN alkej-849 92 17 when when SCONJ alkej-849 92 18 it it PRON alkej-849 92 19 comes come VERB alkej-849 92 20 to to ADP alkej-849 92 21 improving improve VERB alkej-849 92 22 eeg eeg NOUN alkej-849 92 23 classification classification NOUN alkej-849 92 24 for for ADP alkej-849 92 25 dementia dementia NOUN alkej-849 92 26 . . PUNCT alkej-849 93 1 closing close VERB alkej-849 93 2 these these DET alkej-849 93 3 knowledge knowledge NOUN alkej-849 93 4 gaps gap NOUN alkej-849 93 5 will will AUX alkej-849 93 6 aid aid VERB alkej-849 93 7 in in ADP alkej-849 93 8 the the DET alkej-849 93 9 creation creation NOUN alkej-849 93 10 of of ADP alkej-849 93 11 more more ADV alkej-849 93 12 precise precise ADJ alkej-849 93 13 and and CCONJ alkej-849 93 14 time time NOUN alkej-849 93 15 - - PUNCT alkej-849 93 16 saving save VERB alkej-849 93 17 eegbased eegbase VERB alkej-849 93 18 categorization categorization NOUN alkej-849 93 19 systems system NOUN alkej-849 93 20 for for ADP alkej-849 93 21 the the DET alkej-849 93 22 diagnosis diagnosis NOUN alkej-849 93 23 and and CCONJ alkej-849 93 24 monitoring monitoring NOUN alkej-849 93 25 of of ADP alkej-849 93 26 dementia dementia NOUN alkej-849 93 27 . . PUNCT alkej-849 94 1 to to PART alkej-849 94 2 improve improve VERB alkej-849 94 3 eeg eeg NOUN alkej-849 94 4 categorization categorization NOUN alkej-849 94 5 for for ADP alkej-849 94 6 dementia dementia NOUN alkej-849 94 7 , , PUNCT alkej-849 94 8 more more ADJ alkej-849 94 9 study study NOUN alkej-849 94 10 is be AUX alkej-849 94 11 needed need VERB alkej-849 94 12 to to PART alkej-849 94 13 analyze analyze VERB alkej-849 94 14 and and CCONJ alkej-849 94 15 compare compare VERB alkej-849 94 16 different different ADJ alkej-849 94 17 ways way NOUN alkej-849 94 18 and and CCONJ alkej-849 94 19 determine determine VERB alkej-849 94 20 the the DET alkej-849 94 21 most most ADV alkej-849 94 22 suitable suitable ADJ alkej-849 94 23 techniques technique NOUN alkej-849 94 24 . . PUNCT alkej-849 95 1 based base VERB alkej-849 95 2 on on ADP alkej-849 95 3 background background NOUN alkej-849 95 4 electroencephalography electroencephalography NOUN alkej-849 95 5 ( ( PUNCT alkej-849 95 6 eeg eeg NOUN alkej-849 95 7 ) ) PUNCT alkej-849 95 8 activity activity NOUN alkej-849 95 9 , , PUNCT alkej-849 95 10 the the DET alkej-849 95 11 goal goal NOUN alkej-849 95 12 of of ADP alkej-849 95 13 the the DET alkej-849 95 14 current current ADJ alkej-849 95 15 investigation investigation NOUN alkej-849 95 16 is be AUX alkej-849 95 17 to to PART alkej-849 95 18 differentiate differentiate VERB alkej-849 95 19 between between ADP alkej-849 95 20 working work VERB alkej-849 95 21 memory memory NOUN alkej-849 95 22 ( ( PUNCT alkej-849 95 23 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 95 24 ) ) PUNCT alkej-849 95 25 in in ADP alkej-849 95 26 five five NUM alkej-849 95 27 patients patient NOUN alkej-849 95 28 with with ADP alkej-849 95 29 vascular vascular ADJ alkej-849 95 30 dementia dementia NOUN alkej-849 95 31 ( ( PUNCT alkej-849 95 32 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 95 33 ) ) PUNCT alkej-849 95 34 , , PUNCT alkej-849 95 35 fifteen fifteen NUM alkej-849 95 36 post post ADJ alkej-849 95 37 - - ADJ alkej-849 95 38 stroke stroke ADJ alkej-849 95 39 patients patient NOUN alkej-849 95 40 with with ADP alkej-849 95 41 mild mild ADJ alkej-849 95 42 cognitive cognitive ADJ alkej-849 95 43 impairment impairment NOUN alkej-849 95 44 ( ( PUNCT alkej-849 95 45 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 95 46 ) ) PUNCT alkej-849 95 47 , , PUNCT alkej-849 95 48 and and CCONJ alkej-849 95 49 fifteen fifteen NUM alkej-849 95 50 healthy healthy ADJ alkej-849 95 51 control control NOUN alkej-849 95 52 individuals individual NOUN alkej-849 95 53 ( ( PUNCT alkej-849 95 54 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 95 55 ) ) PUNCT alkej-849 95 56 . . PUNCT alkej-849 96 1 in in ADP alkej-849 96 2 the the DET alkej-849 96 3 current current ADJ alkej-849 96 4 study study NOUN alkej-849 96 5 , , PUNCT alkej-849 96 6 as as ADP alkej-849 96 7 spectral spectral ADJ alkej-849 96 8 entropy entropy NOUN alkej-849 96 9 ( ( PUNCT alkej-849 96 10 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 96 11 ) ) PUNCT alkej-849 96 12 , , PUNCT alkej-849 96 13 permutation permutation NOUN alkej-849 96 14 entropy entropy NOUN alkej-849 96 15 ( ( PUNCT alkej-849 96 16 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 96 17 ) ) PUNCT alkej-849 96 18 and and CCONJ alkej-849 96 19 approximation approximation NOUN alkej-849 96 20 entropy entropy NOUN alkej-849 96 21 ( ( PUNCT alkej-849 96 22 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 96 23 ) ) PUNCT alkej-849 96 24 , , PUNCT alkej-849 96 25 were be AUX alkej-849 96 26 the the DET alkej-849 96 27 features feature NOUN alkej-849 96 28 that that PRON alkej-849 96 29 were be AUX alkej-849 96 30 selected select VERB alkej-849 96 31 to to PART alkej-849 96 32 investigate investigate VERB alkej-849 96 33 the the DET alkej-849 96 34 ๐‘Š๐‘€ ๐‘Š๐‘€ NOUN alkej-849 96 35 and and CCONJ alkej-849 96 36 classify classify VERB alkej-849 96 37 their their PRON alkej-849 96 38 tasks task NOUN alkej-849 96 39 using use VERB alkej-849 96 40 the the DET alkej-849 96 41 k k NOUN alkej-849 96 42 - - PUNCT alkej-849 96 43 nearest near ADJ alkej-849 96 44 neighbours neighbour NOUN alkej-849 96 45 ( ( PUNCT alkej-849 96 46 ๐‘˜nn ๐‘˜nn NOUN alkej-849 96 47 ) ) PUNCT alkej-849 96 48 classifier classifier NOUN alkej-849 96 49 scheme scheme NOUN alkej-849 96 50 . . PUNCT alkej-849 97 1 therefore therefore ADV alkej-849 97 2 , , PUNCT alkej-849 97 3 a a DET alkej-849 97 4 comparative comparative ADJ alkej-849 97 5 study study NOUN alkej-849 97 6 of of ADP alkej-849 97 7 using use VERB alkej-849 97 8 the the DET alkej-849 97 9 fuzzy fuzzy ADJ alkej-849 97 10 neighborhood neighborhood NOUN alkej-849 98 1 noor noor PROPN alkej-849 98 2 k. k. PROPN alkej-849 98 3 al al PROPN alkej-849 98 4 - - PUNCT alkej-849 98 5 qazzaz qazzaz PROPN alkej-849 98 6 al al PROPN alkej-849 98 7 - - PUNCT alkej-849 98 8 khwarizmi khwarizmi PROPN alkej-849 98 9 engineering engineering NOUN alkej-849 98 10 journal journal PROPN alkej-849 98 11 , , PUNCT alkej-849 98 12 vol vol NOUN alkej-849 98 13 . . PROPN alkej-849 98 14 19 19 NUM alkej-849 98 15 , , PUNCT alkej-849 98 16 no no INTJ alkej-849 98 17 . . NOUN alkej-849 98 18 4 4 NUM alkej-849 98 19 , , PUNCT alkej-849 98 20 p.p p.p PROPN alkej-849 98 21 . . NOUN alkej-849 98 22 2941(2023 2941(2023 NUM alkej-849 98 23 ) ) PUNCT alkej-849 98 24 32 32 NUM alkej-849 98 25 preserving preserve VERB alkej-849 98 26 analysis analysis NOUN alkej-849 98 27 with with ADP alkej-849 98 28 ๐‘„๐‘… ๐‘„๐‘… PROPN alkej-849 98 29 -decomposition -decomposition PROPN alkej-849 98 30 ( ( PUNCT alkej-849 98 31 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… PROPN alkej-849 98 32 ) ) PUNCT alkej-849 98 33 as as ADP alkej-849 98 34 a a DET alkej-849 98 35 dimensionality dimensionality NOUN alkej-849 98 36 reduction reduction NOUN alkej-849 98 37 technique technique NOUN alkej-849 98 38 and and CCONJ alkej-849 98 39 the the DET alkej-849 98 40 improved improved ADJ alkej-849 98 41 binary binary ADJ alkej-849 98 42 gravitation gravitation NOUN alkej-849 98 43 search search NOUN alkej-849 98 44 ( ( PUNCT alkej-849 98 45 ๐ผ๐ต๐บ๐‘†๐ด ๐ผ๐ต๐บ๐‘†๐ด PROPN alkej-849 98 46 ) ) PUNCT alkej-849 98 47 optimization optimization NOUN alkej-849 98 48 algorithm algorithm NOUN alkej-849 98 49 as as ADP alkej-849 98 50 a a DET alkej-849 98 51 channel channel NOUN alkej-849 98 52 selection selection NOUN alkej-849 98 53 method method NOUN alkej-849 98 54 has have AUX alkej-849 98 55 been be AUX alkej-849 98 56 conducted conduct VERB alkej-849 98 57 . . PUNCT alkej-849 99 1 the the DET alkej-849 99 2 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… NOUN alkej-849 99 3 was be AUX alkej-849 99 4 used use VERB alkej-849 99 5 in in ADP alkej-849 99 6 this this DET alkej-849 99 7 investigation investigation NOUN alkej-849 99 8 as as ADP alkej-849 99 9 a a DET alkej-849 99 10 dimensionality dimensionality NOUN alkej-849 99 11 reduction reduction NOUN alkej-849 99 12 method method NOUN alkej-849 99 13 to to PART alkej-849 99 14 maximize maximize VERB alkej-849 99 15 the the DET alkej-849 99 16 distance distance NOUN alkej-849 99 17 between between ADP alkej-849 99 18 the the DET alkej-849 99 19 centers center NOUN alkej-849 99 20 of of ADP alkej-849 99 21 various various ADJ alkej-849 99 22 classes class NOUN alkej-849 99 23 while while SCONJ alkej-849 99 24 minimizing minimize VERB alkej-849 99 25 the the DET alkej-849 99 26 distance distance NOUN alkej-849 99 27 between between ADP alkej-849 99 28 samples sample NOUN alkej-849 99 29 that that PRON alkej-849 99 30 belong belong VERB alkej-849 99 31 to to ADP alkej-849 99 32 the the DET alkej-849 99 33 same same ADJ alkej-849 99 34 class class NOUN alkej-849 99 35 [ [ X alkej-849 99 36 26 26 NUM alkej-849 99 37 , , PUNCT alkej-849 99 38 27 27 NUM alkej-849 99 39 ] ] PUNCT alkej-849 99 40 . . PUNCT alkej-849 100 1 additionally additionally ADV alkej-849 100 2 , , PUNCT alkej-849 100 3 the the DET alkej-849 100 4 most most ADV alkej-849 100 5 efficient efficient ADJ alkej-849 100 6 channels channel NOUN alkej-849 100 7 that that PRON alkej-849 100 8 increase increase VERB alkej-849 100 9 classification classification NOUN alkej-849 100 10 accuracy accuracy NOUN alkej-849 100 11 have have AUX alkej-849 100 12 been be AUX alkej-849 100 13 found find VERB alkej-849 100 14 using use VERB alkej-849 100 15 the the DET alkej-849 100 16 ๐ผ๐ต๐บ๐‘†๐ด ๐ผ๐ต๐บ๐‘†๐ด ADJ alkej-849 100 17 algorithm algorithm NOUN alkej-849 100 18 [ [ X alkej-849 100 19 25 25 NUM alkej-849 100 20 ] ] PUNCT alkej-849 100 21 . . PUNCT alkej-849 101 1 additionally additionally ADV alkej-849 101 2 , , PUNCT alkej-849 101 3 the the DET alkej-849 101 4 suitability suitability NOUN alkej-849 101 5 of of ADP alkej-849 101 6 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 101 7 , , PUNCT alkej-849 101 8 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 101 9 , , PUNCT alkej-849 101 10 and and CCONJ alkej-849 101 11 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 101 12 characteristics characteristic NOUN alkej-849 101 13 for for ADP alkej-849 101 14 the the DET alkej-849 101 15 early early ADJ alkej-849 101 16 identification identification NOUN alkej-849 101 17 of of ADP alkej-849 101 18 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 101 19 was be AUX alkej-849 101 20 examined examine VERB alkej-849 101 21 . . PUNCT alkej-849 102 1 ๐‘˜nn ๐‘˜nn NOUN alkej-849 102 2 classifier classifier PROPN alkej-849 102 3 has have AUX alkej-849 102 4 also also ADV alkej-849 102 5 been be AUX alkej-849 102 6 used use VERB alkej-849 102 7 to to PART alkej-849 102 8 identify identify VERB alkej-849 102 9 patients patient NOUN alkej-849 102 10 with with ADP alkej-849 102 11 post post ADJ alkej-849 102 12 - - ADJ alkej-849 102 13 stroke stroke ADJ alkej-849 102 14 ๐‘Š๐‘€ ๐‘Š๐‘€ NOUN alkej-849 102 15 dysfunction dysfunction NOUN alkej-849 102 16 . . PUNCT alkej-849 103 1 2 2 X alkej-849 103 2 . . X alkej-849 103 3 materials material NOUN alkej-849 103 4 and and CCONJ alkej-849 103 5 methods method NOUN alkej-849 103 6 to to PART alkej-849 103 7 improve improve VERB alkej-849 103 8 the the DET alkej-849 103 9 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 103 10 classification classification NOUN alkej-849 103 11 of of ADP alkej-849 103 12 dementia dementia NOUN alkej-849 103 13 patients patient NOUN alkej-849 103 14 , , PUNCT alkej-849 103 15 the the DET alkej-849 103 16 eeg eeg NOUN alkej-849 103 17 signals signal NOUN alkej-849 103 18 would would AUX alkej-849 103 19 undergo undergo VERB alkej-849 103 20 various various ADJ alkej-849 103 21 signal signal ADJ alkej-849 103 22 processing processing NOUN alkej-849 103 23 phases phase NOUN alkej-849 103 24 , , PUNCT alkej-849 103 25 as as SCONJ alkej-849 103 26 shown show VERB alkej-849 103 27 in in ADP alkej-849 103 28 figure figure NOUN alkej-849 103 29 1 1 NUM alkej-849 103 30 . . PUNCT alkej-849 104 1 the the DET alkej-849 104 2 participants participant NOUN alkej-849 104 3 in in ADP alkej-849 104 4 this this DET alkej-849 104 5 eeg eeg NOUN alkej-849 104 6 study study NOUN alkej-849 104 7 participated participate VERB alkej-849 104 8 in in ADP alkej-849 104 9 a a DET alkej-849 104 10 session session NOUN alkej-849 104 11 of of ADP alkej-849 104 12 an an DET alkej-849 104 13 auditory auditory ADJ alkej-849 104 14 ๐‘Š๐‘€ ๐‘Š๐‘€ NOUN alkej-849 104 15 task task NOUN alkej-849 104 16 . . PUNCT alkej-849 105 1 the the DET alkej-849 105 2 nonstationary nonstationary ADJ alkej-849 105 3 eeg eeg NOUN alkej-849 105 4 signals signal NOUN alkej-849 105 5 were be AUX alkej-849 105 6 initially initially ADV alkej-849 105 7 processed process VERB alkej-849 105 8 using use VERB alkej-849 105 9 a a DET alkej-849 105 10 wavelet wavelet NOUN alkej-849 105 11 ( ( PUNCT alkej-849 105 12 wt wt NOUN alkej-849 105 13 ) ) PUNCT alkej-849 105 14 denoising denoise VERB alkej-849 105 15 approach approach NOUN alkej-849 105 16 during during ADP alkej-849 105 17 the the DET alkej-849 105 18 preprocessing preprocessing NOUN alkej-849 105 19 step step NOUN alkej-849 105 20 . . PUNCT alkej-849 106 1 after after ADP alkej-849 106 2 that that PRON alkej-849 106 3 , , PUNCT alkej-849 106 4 we we PRON alkej-849 106 5 look look VERB alkej-849 106 6 into into ADP alkej-849 106 7 and and CCONJ alkej-849 106 8 extract extract VERB alkej-849 106 9 the the DET alkej-849 106 10 meaningful meaningful ADJ alkej-849 106 11 features feature NOUN alkej-849 106 12 , , PUNCT alkej-849 106 13 such such ADJ alkej-849 106 14 as as ADP alkej-849 106 15 non non ADJ alkej-849 106 16 - - ADJ alkej-849 106 17 linear linear ADJ alkej-849 106 18 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 106 19 , , PUNCT alkej-849 106 20 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› NOUN alkej-849 106 21 , , PUNCT alkej-849 106 22 and and CCONJ alkej-849 106 23 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 106 24 entropy entropy NOUN alkej-849 106 25 features feature NOUN alkej-849 106 26 , , PUNCT alkej-849 106 27 and and CCONJ alkej-849 106 28 conduct conduct VERB alkej-849 106 29 a a DET alkej-849 106 30 comparison comparison NOUN alkej-849 106 31 of of ADP alkej-849 106 32 the the DET alkej-849 106 33 dimensionality dimensionality NOUN alkej-849 106 34 reduction reduction NOUN alkej-849 106 35 techniques technique NOUN alkej-849 106 36 fuzzy fuzzy ADJ alkej-849 106 37 neighborhood neighborhood NOUN alkej-849 106 38 preserving preserve VERB alkej-849 106 39 analysis analysis NOUN alkej-849 106 40 with with ADP alkej-849 106 41 qr qr NOUN alkej-849 106 42 - - PUNCT alkej-849 106 43 decomposition decomposition NOUN alkej-849 106 44 ( ( PUNCT alkej-849 106 45 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… NOUN alkej-849 106 46 ) ) PUNCT alkej-849 106 47 and and CCONJ alkej-849 106 48 the the DET alkej-849 106 49 improved improved ADJ alkej-849 106 50 binary binary ADJ alkej-849 106 51 gravitation gravitation NOUN alkej-849 106 52 search search NOUN alkej-849 106 53 ( ( PUNCT alkej-849 106 54 ibgsa ibgsa ADJ alkej-849 106 55 ) ) PUNCT alkej-849 106 56 optimization optimization NOUN alkej-849 106 57 algorithm algorithm NOUN alkej-849 106 58 for for ADP alkej-849 106 59 channel channel NOUN alkej-849 106 60 selection selection NOUN alkej-849 106 61 . . PUNCT alkej-849 107 1 finally finally ADV alkej-849 107 2 , , PUNCT alkej-849 107 3 the the DET alkej-849 107 4 performance performance NOUN alkej-849 107 5 of of ADP alkej-849 107 6 the the DET alkej-849 107 7 classifiers classifier NOUN alkej-849 107 8 utilized utilize VERB alkej-849 107 9 is be AUX alkej-849 107 10 evaluated evaluate VERB alkej-849 107 11 , , PUNCT alkej-849 107 12 showing show VERB alkej-849 107 13 that that SCONJ alkej-849 107 14 dementia dementia NOUN alkej-849 107 15 classification classification NOUN alkej-849 107 16 techniques technique NOUN alkej-849 107 17 can can AUX alkej-849 107 18 be be AUX alkej-849 107 19 used use VERB alkej-849 107 20 to to PART alkej-849 107 21 categorize categorize VERB alkej-849 107 22 patients patient NOUN alkej-849 107 23 ' ' PART alkej-849 107 24 mental mental ADJ alkej-849 107 25 disability disability NOUN alkej-849 107 26 after after ADP alkej-849 107 27 stroke stroke NOUN alkej-849 107 28 . . PUNCT alkej-849 108 1 fig fig NOUN alkej-849 108 2 . . PUNCT alkej-849 109 1 1 1 X alkej-849 109 2 . . X alkej-849 109 3 the the DET alkej-849 109 4 block block NOUN alkej-849 109 5 diagram diagram NOUN alkej-849 109 6 of of ADP alkej-849 109 7 the the DET alkej-849 109 8 proposed propose VERB alkej-849 109 9 study study NOUN alkej-849 109 10 . . PUNCT alkej-849 110 1 2.1 2.1 NUM alkej-849 110 2 participants participant NOUN alkej-849 110 3 in in ADP alkej-849 110 4 the the DET alkej-849 110 5 current current ADJ alkej-849 110 6 investigation investigation NOUN alkej-849 110 7 , , PUNCT alkej-849 110 8 35 35 NUM alkej-849 110 9 patients patient NOUN alkej-849 110 10 ' ' PART alkej-849 110 11 eeg eeg NOUN alkej-849 110 12 datasets dataset NOUN alkej-849 110 13 were be AUX alkej-849 110 14 examined examine VERB alkej-849 110 15 . . PUNCT alkej-849 111 1 the the DET alkej-849 111 2 sample sample NOUN alkej-849 111 3 was be AUX alkej-849 111 4 recruited recruit VERB alkej-849 111 5 from from ADP alkej-849 111 6 the the DET alkej-849 111 7 stroke stroke NOUN alkej-849 111 8 unit unit NOUN alkej-849 111 9 and and CCONJ alkej-849 111 10 neurology neurology NOUN alkej-849 111 11 clinic clinic NOUN alkej-849 111 12 at at ADP alkej-849 111 13 the the DET alkej-849 111 14 pusat pusat PROPN alkej-849 111 15 perubatan perubatan PROPN alkej-849 111 16 universiti universiti PROPN alkej-849 111 17 kebangsaan kebangsaan PROPN alkej-849 111 18 malaysia malaysia PROPN alkej-849 111 19 ( ( PUNCT alkej-849 111 20 ppukm ppukm PROPN alkej-849 111 21 ) ) PUNCT alkej-849 111 22 . . PUNCT alkej-849 112 1 15 15 NUM alkej-849 112 2 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 112 3 participants participant NOUN alkej-849 112 4 ( ( PUNCT alkej-849 112 5 7 7 NUM alkej-849 112 6 male male NOUN alkej-849 112 7 and and CCONJ alkej-849 112 8 8 8 NUM alkej-849 112 9 female female NOUN alkej-849 112 10 , , PUNCT alkej-849 112 11 age age NOUN alkej-849 112 12 60.06ยฑ5.21 60.06ยฑ5.21 NUM alkej-849 112 13 ) ) PUNCT alkej-849 112 14 , , PUNCT alkej-849 112 15 15 15 NUM alkej-849 112 16 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 112 17 patients patient NOUN alkej-849 112 18 ( ( PUNCT alkej-849 112 19 5 5 NUM alkej-849 112 20 male male NOUN alkej-849 112 21 and and CCONJ alkej-849 112 22 10 10 NUM alkej-849 112 23 female female NOUN alkej-849 112 24 , , PUNCT alkej-849 112 25 age age NOUN alkej-849 112 26 60.26ยฑ7.77 60.26ยฑ7.77 NUM alkej-849 112 27 ) ) PUNCT alkej-849 112 28 , , PUNCT alkej-849 112 29 and and CCONJ alkej-849 112 30 5 5 NUM alkej-849 112 31 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 112 32 patients patient NOUN alkej-849 112 33 ( ( PUNCT alkej-849 112 34 3 3 NUM alkej-849 112 35 male male NOUN alkej-849 112 36 and and CCONJ alkej-849 112 37 2 2 NUM alkej-849 112 38 female female NOUN alkej-849 112 39 , , PUNCT alkej-849 112 40 age age NOUN alkej-849 112 41 64.6ยฑ4.8 64.6ยฑ4.8 NUM alkej-849 112 42 ) ) PUNCT alkej-849 112 43 had have VERB alkej-849 112 44 their their PRON alkej-849 112 45 eeg eeg NOUN alkej-849 112 46 data datum NOUN alkej-849 112 47 reviewed review VERB alkej-849 112 48 . . PUNCT alkej-849 113 1 the the DET alkej-849 113 2 cognitive cognitive ADJ alkej-849 113 3 evaluations evaluation NOUN alkej-849 113 4 that that PRON alkej-849 113 5 were be AUX alkej-849 113 6 administered administer VERB alkej-849 113 7 to to ADP alkej-849 113 8 the the DET alkej-849 113 9 three three NUM alkej-849 113 10 groups group NOUN alkej-849 113 11 were be AUX alkej-849 113 12 the the DET alkej-849 113 13 mini mini ADJ alkej-849 113 14 - - ADJ alkej-849 113 15 mental mental ADJ alkej-849 113 16 state state NOUN alkej-849 113 17 examination examination NOUN alkej-849 113 18 ( ( PUNCT alkej-849 113 19 mmse mmse ADJ alkej-849 113 20 ) ) PUNCT alkej-849 114 1 [ [ X alkej-849 114 2 7 7 X alkej-849 114 3 ] ] PUNCT alkej-849 114 4 and and CCONJ alkej-849 114 5 the the DET alkej-849 114 6 montreal montreal PROPN alkej-849 114 7 cognitive cognitive ADJ alkej-849 114 8 assessment assessment NOUN alkej-849 114 9 ( ( PUNCT alkej-849 114 10 moca moca PROPN alkej-849 114 11 ) ) PUNCT alkej-849 115 1 [ [ X alkej-849 115 2 8 8 NUM alkej-849 115 3 ] ] PUNCT alkej-849 115 4 . . PUNCT alkej-849 116 1 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 116 2 participants participant NOUN alkej-849 116 3 ' ' PART alkej-849 116 4 mmse mmse NOUN alkej-849 116 5 and and CCONJ alkej-849 116 6 moca moca PROPN alkej-849 116 7 scores score NOUN alkej-849 116 8 were be AUX alkej-849 116 9 ( ( PUNCT alkej-849 116 10 29.6ยฑ0.73,29.06ยฑ0.88 29.6ยฑ0.73,29.06ยฑ0.88 NUM alkej-849 116 11 ) ) PUNCT alkej-849 116 12 , , PUNCT alkej-849 116 13 but but CCONJ alkej-849 116 14 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 116 15 patients patient NOUN alkej-849 116 16 ' ' PART alkej-849 116 17 mmse mmse NOUN alkej-849 116 18 and and CCONJ alkej-849 116 19 moca moca PROPN alkej-849 116 20 scores score NOUN alkej-849 116 21 were be AUX alkej-849 116 22 ( ( PUNCT alkej-849 116 23 20.2ยฑ5.63 20.2ยฑ5.63 NUM alkej-849 116 24 and and CCONJ alkej-849 116 25 16.13ยฑ5.97 16.13ยฑ5.97 NUM alkej-849 116 26 ) ) PUNCT alkej-849 116 27 , , PUNCT alkej-849 116 28 respectively respectively ADV alkej-849 116 29 . . PUNCT alkej-849 117 1 lastly lastly ADV alkej-849 117 2 , , PUNCT alkej-849 117 3 the the DET alkej-849 117 4 mmse mmse PROPN alkej-849 117 5 and and CCONJ alkej-849 117 6 moca moca PROPN alkej-849 117 7 scores score NOUN alkej-849 117 8 for for ADP alkej-849 117 9 the the DET alkej-849 117 10 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 117 11 patients patient NOUN alkej-849 117 12 were be AUX alkej-849 117 13 ( ( PUNCT alkej-849 117 14 14.8ยฑ1.92 14.8ยฑ1.92 NUM alkej-849 117 15 and and CCONJ alkej-849 117 16 14.8ยฑ1.92 14.8ยฑ1.92 NUM alkej-849 117 17 ) ) PUNCT alkej-849 117 18 respectively respectively ADV alkej-849 117 19 . . PUNCT alkej-849 118 1 the the DET alkej-849 118 2 experimental experimental ADJ alkej-849 118 3 methods method NOUN alkej-849 118 4 utilized utilize VERB alkej-849 118 5 throughout throughout ADP alkej-849 118 6 the the DET alkej-849 118 7 research research NOUN alkej-849 118 8 were be AUX alkej-849 118 9 approved approve VERB alkej-849 118 10 by by ADP alkej-849 118 11 ppukm ppukm NOUN alkej-849 118 12 's 's PART alkej-849 118 13 human human ADJ alkej-849 118 14 ethics ethic NOUN alkej-849 118 15 committee committee NOUN alkej-849 118 16 , , PUNCT alkej-849 118 17 and and CCONJ alkej-849 118 18 the the DET alkej-849 118 19 patients patient NOUN alkej-849 118 20 ' ' PART alkej-849 118 21 voluntary voluntary ADJ alkej-849 118 22 and and CCONJ alkej-849 118 23 informed informed ADJ alkej-849 118 24 consent consent NOUN alkej-849 118 25 was be AUX alkej-849 118 26 secured secure VERB alkej-849 118 27 by by ADP alkej-849 118 28 acquiring acquire VERB alkej-849 118 29 signed sign VERB alkej-849 118 30 consent consent NOUN alkej-849 118 31 forms form NOUN alkej-849 118 32 . . PUNCT alkej-849 119 1 all all DET alkej-849 119 2 patients patient NOUN alkej-849 119 3 were be AUX alkej-849 119 4 diagnosed diagnose VERB alkej-849 119 5 using use VERB alkej-849 119 6 computed compute VERB alkej-849 119 7 noor noor PROPN alkej-849 119 8 k. k. PROPN alkej-849 120 1 al al PROPN alkej-849 120 2 - - PUNCT alkej-849 120 3 qazzaz qazzaz PROPN alkej-849 120 4 al al PROPN alkej-849 120 5 - - PUNCT alkej-849 120 6 khwarizmi khwarizmi PROPN alkej-849 120 7 engineering engineering NOUN alkej-849 120 8 journal journal PROPN alkej-849 120 9 , , PUNCT alkej-849 120 10 vol vol NOUN alkej-849 120 11 . . PROPN alkej-849 120 12 19 19 NUM alkej-849 120 13 , , PUNCT alkej-849 120 14 no no INTJ alkej-849 120 15 . . NOUN alkej-849 120 16 4 4 NUM alkej-849 120 17 , , PUNCT alkej-849 120 18 p.p p.p PROPN alkej-849 120 19 . . NOUN alkej-849 120 20 2941(2023 2941(2023 NUM alkej-849 120 21 ) ) PUNCT alkej-849 120 22 33 33 NUM alkej-849 120 23 tomography tomography NOUN alkej-849 120 24 / / SYM alkej-849 120 25 magnetic magnetic ADJ alkej-849 120 26 resonance resonance NOUN alkej-849 120 27 imaging imaging NOUN alkej-849 120 28 ( ( PUNCT alkej-849 120 29 ct ct NOUN alkej-849 120 30 / / SYM alkej-849 120 31 mri mri NOUN alkej-849 120 32 ) ) PUNCT alkej-849 120 33 scans scan NOUN alkej-849 120 34 , , PUNCT alkej-849 120 35 patient patient ADJ alkej-849 120 36 medical medical ADJ alkej-849 120 37 histories history NOUN alkej-849 120 38 , , PUNCT alkej-849 120 39 and and CCONJ alkej-849 120 40 clinical clinical ADJ alkej-849 120 41 and and CCONJ alkej-849 120 42 laboratory laboratory NOUN alkej-849 120 43 tests test NOUN alkej-849 120 44 . . PUNCT alkej-849 121 1 2.2 2.2 NUM alkej-849 121 2 eeg eeg NOUN alkej-849 121 3 recording recording NOUN alkej-849 121 4 nicoletone nicoletone NOUN alkej-849 121 5 ( ( PUNCT alkej-849 121 6 v32 v32 PROPN alkej-849 121 7 ) ) PUNCT alkej-849 121 8 was be AUX alkej-849 121 9 utilized utilize VERB alkej-849 121 10 in in ADP alkej-849 121 11 order order NOUN alkej-849 121 12 to to PART alkej-849 121 13 collect collect VERB alkej-849 121 14 the the DET alkej-849 121 15 19 19 NUM alkej-849 121 16 eeg eeg PROPN alkej-849 121 17 channel channel NOUN alkej-849 121 18 datasets dataset NOUN alkej-849 121 19 . . PUNCT alkej-849 122 1 using use VERB alkej-849 122 2 a a DET alkej-849 122 3 single single ADJ alkej-849 122 4 ground ground NOUN alkej-849 122 5 electrode electrode NOUN alkej-849 122 6 and and CCONJ alkej-849 122 7 two two NUM alkej-849 122 8 reference reference NOUN alkej-849 122 9 electrodes electrode VERB alkej-849 122 10 with with ADP alkej-849 122 11 19 19 NUM alkej-849 122 12 channels channel NOUN alkej-849 122 13 starting start VERB alkej-849 122 14 from from ADP alkej-849 122 15 left left ADJ alkej-849 122 16 , , PUNCT alkej-849 122 17 right right ADV alkej-849 122 18 to to ADP alkej-849 122 19 the the DET alkej-849 122 20 center center NOUN alkej-849 122 21 , , PUNCT alkej-849 122 22 these these PRON alkej-849 122 23 are be AUX alkej-849 122 24 : : PUNCT alkej-849 122 25 fp2 fp2 PROPN alkej-849 122 26 , , PUNCT alkej-849 122 27 f8 f8 PROPN alkej-849 122 28 , , PUNCT alkej-849 122 29 t4 t4 PROPN alkej-849 122 30 , , PUNCT alkej-849 122 31 t6 t6 PROPN alkej-849 122 32 , , PUNCT alkej-849 122 33 o2 o2 PROPN alkej-849 122 34 , , PUNCT alkej-849 122 35 fp1 fp1 PROPN alkej-849 122 36 , , PUNCT alkej-849 122 37 f7 f7 PROPN alkej-849 122 38 , , PUNCT alkej-849 122 39 t3 t3 PROPN alkej-849 122 40 , , PUNCT alkej-849 122 41 t5 t5 PROPN alkej-849 122 42 , , PUNCT alkej-849 122 43 o1 o1 PROPN alkej-849 122 44 , , PUNCT alkej-849 122 45 f4 f4 PROPN alkej-849 122 46 , , PUNCT alkej-849 122 47 c4 c4 NOUN alkej-849 122 48 , , PUNCT alkej-849 122 49 p3 p3 PROPN alkej-849 122 50 , , PUNCT alkej-849 122 51 f3 f3 PROPN alkej-849 122 52 , , PUNCT alkej-849 122 53 c3 c3 PROPN alkej-849 122 54 , , PUNCT alkej-849 122 55 p3 p3 PROPN alkej-849 122 56 , , PUNCT alkej-849 122 57 fz fz NOUN alkej-849 122 58 , , PUNCT alkej-849 122 59 cz cz NOUN alkej-849 122 60 and and CCONJ alkej-849 122 61 pz pz NOUN alkej-849 122 62 . . PROPN alkej-849 123 1 a a DET alkej-849 123 2 referential referential ADJ alkej-849 123 3 montage montage NOUN alkej-849 123 4 was be AUX alkej-849 123 5 created create VERB alkej-849 123 6 , , PUNCT alkej-849 123 7 and and CCONJ alkej-849 123 8 the the DET alkej-849 123 9 channels channel NOUN alkej-849 123 10 were be AUX alkej-849 123 11 constructed construct VERB alkej-849 123 12 according accord VERB alkej-849 123 13 to to ADP alkej-849 123 14 the the DET alkej-849 123 15 10 10 NUM alkej-849 123 16 - - SYM alkej-849 123 17 20 20 NUM alkej-849 123 18 international international ADJ alkej-849 123 19 framework framework NOUN alkej-849 123 20 . . PUNCT alkej-849 124 1 the the DET alkej-849 124 2 nicolet nicolet PROPN alkej-849 124 3 eeg eeg PROPN alkej-849 124 4 system system NOUN alkej-849 124 5 was be AUX alkej-849 124 6 sampled sample VERB alkej-849 124 7 at at ADP alkej-849 124 8 256 256 NUM alkej-849 124 9 hz hz NOUN alkej-849 124 10 , , PUNCT alkej-849 124 11 and and CCONJ alkej-849 124 12 the the DET alkej-849 124 13 electrode electrode NOUN alkej-849 124 14 - - PUNCT alkej-849 124 15 skin skin NOUN alkej-849 124 16 impedance impedance NOUN alkej-849 124 17 was be AUX alkej-849 124 18 tested test VERB alkej-849 124 19 to to PART alkej-849 124 20 ensure ensure VERB alkej-849 124 21 that that SCONJ alkej-849 124 22 it it PRON alkej-849 124 23 did do AUX alkej-849 124 24 not not PART alkej-849 124 25 exceed10 exceed10 VERB alkej-849 124 26 kilo kilo PROPN alkej-849 124 27 ohms ohm NOUN alkej-849 124 28 . . PUNCT alkej-849 125 1 this this PRON alkej-849 125 2 corresponded correspond VERB alkej-849 125 3 to to ADP alkej-849 125 4 a a DET alkej-849 125 5 sensitivity sensitivity NOUN alkej-849 125 6 of of ADP alkej-849 125 7 100 100 NUM alkej-849 125 8 v v NOUN alkej-849 125 9 / / SYM alkej-849 125 10 cm cm NOUN alkej-849 125 11 , , PUNCT alkej-849 125 12 whereas whereas SCONJ alkej-849 125 13 the the DET alkej-849 125 14 low low ADJ alkej-849 125 15 cut cut NOUN alkej-849 125 16 - - PUNCT alkej-849 125 17 off off ADP alkej-849 125 18 frequency frequency NOUN alkej-849 125 19 and and CCONJ alkej-849 125 20 high high ADJ alkej-849 125 21 cut cut NOUN alkej-849 125 22 - - PUNCT alkej-849 125 23 off off ADP alkej-849 125 24 frequency frequency NOUN alkej-849 125 25 were be AUX alkej-849 125 26 , , PUNCT alkej-849 125 27 respectively respectively ADV alkej-849 125 28 , , PUNCT alkej-849 125 29 0.5 0.5 NUM alkej-849 125 30 hz hz NOUN alkej-849 125 31 and and CCONJ alkej-849 125 32 70 70 NUM alkej-849 125 33 hz hz NOUN alkej-849 125 34 . . PUNCT alkej-849 126 1 the the DET alkej-849 126 2 eeg eeg PROPN alkej-849 126 3 was be AUX alkej-849 126 4 recorded record VERB alkej-849 126 5 for for ADP alkej-849 126 6 60 60 NUM alkej-849 126 7 seconds second NOUN alkej-849 126 8 , , PUNCT alkej-849 126 9 with with ADP alkej-849 126 10 a a DET alkej-849 126 11 0.5 0.5 NUM alkej-849 126 12 - - PUNCT alkej-849 126 13 second second NOUN alkej-849 126 14 fixation fixation NOUN alkej-849 126 15 cue cue NOUN alkej-849 126 16 preceding precede VERB alkej-849 126 17 the the DET alkej-849 126 18 start start NOUN alkej-849 126 19 of of ADP alkej-849 126 20 the the DET alkej-849 126 21 recording recording NOUN alkej-849 126 22 period period NOUN alkej-849 126 23 . . PUNCT alkej-849 127 1 the the DET alkej-849 127 2 patients patient NOUN alkej-849 127 3 were be AUX alkej-849 127 4 then then ADV alkej-849 127 5 asked ask VERB alkej-849 127 6 to to PART alkej-849 127 7 commit commit VERB alkej-849 127 8 five five NUM alkej-849 127 9 words word NOUN alkej-849 127 10 to to PART alkej-849 127 11 memory memory NOUN alkej-849 127 12 for for ADP alkej-849 127 13 10 10 NUM alkej-849 127 14 seconds second NOUN alkej-849 127 15 as as ADP alkej-849 127 16 part part NOUN alkej-849 127 17 of of ADP alkej-849 127 18 a a DET alkej-849 127 19 simple simple ADJ alkej-849 127 20 auditory auditory ADJ alkej-849 127 21 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 127 22 test test NOUN alkej-849 127 23 involving involve VERB alkej-849 127 24 working work VERB alkej-849 127 25 memory memory NOUN alkej-849 127 26 . . PUNCT alkej-849 128 1 following follow VERB alkej-849 128 2 this this PRON alkej-849 128 3 , , PUNCT alkej-849 128 4 eeg eeg NOUN alkej-849 128 5 recordings recording NOUN alkej-849 128 6 were be AUX alkej-849 128 7 made make VERB alkej-849 128 8 as as SCONJ alkej-849 128 9 each each DET alkej-849 128 10 subject subject NOUN alkej-849 128 11 attempted attempt VERB alkej-849 128 12 to to PART alkej-849 128 13 recall recall VERB alkej-849 128 14 the the DET alkej-849 128 15 phrase phrase NOUN alkej-849 128 16 . . PUNCT alkej-849 129 1 after after SCONJ alkej-849 129 2 the the DET alkej-849 129 3 60 60 NUM alkej-849 129 4 - - PUNCT alkej-849 129 5 second second NOUN alkej-849 129 6 interval interval NOUN alkej-849 129 7 elapsed elapse VERB alkej-849 129 8 , , PUNCT alkej-849 129 9 the the DET alkej-849 129 10 researcher researcher NOUN alkej-849 129 11 instructed instruct VERB alkej-849 129 12 the the DET alkej-849 129 13 participants participant NOUN alkej-849 129 14 of of ADP alkej-849 129 15 the the DET alkej-849 129 16 sample sample NOUN alkej-849 129 17 group group NOUN alkej-849 129 18 to to PART alkej-849 129 19 open open VERB alkej-849 129 20 their their PRON alkej-849 129 21 eyes eye NOUN alkej-849 129 22 and and CCONJ alkej-849 129 23 to to PART alkej-849 129 24 recall recall VERB alkej-849 129 25 in in ADP alkej-849 129 26 turn turn NOUN alkej-849 129 27 each each PRON alkej-849 129 28 of of ADP alkej-849 129 29 the the DET alkej-849 129 30 words word NOUN alkej-849 129 31 they they PRON alkej-849 129 32 had have AUX alkej-849 129 33 memorized memorize VERB alkej-849 129 34 [ [ PUNCT alkej-849 129 35 3 3 NUM alkej-849 129 36 ] ] PUNCT alkej-849 129 37 . . PUNCT alkej-849 130 1 2.3 2.3 NUM alkej-849 130 2 preprocessing preprocessing NOUN alkej-849 130 3 stage stage NOUN alkej-849 130 4 in in ADP alkej-849 130 5 this this DET alkej-849 130 6 investigation investigation NOUN alkej-849 130 7 , , PUNCT alkej-849 130 8 wt wt SCONJ alkej-849 130 9 denoising denoising NOUN alkej-849 130 10 was be AUX alkej-849 130 11 utilized utilize VERB alkej-849 130 12 to to PART alkej-849 130 13 eliminate eliminate VERB alkej-849 130 14 eeg eeg NOUN alkej-849 130 15 artifacts artifact NOUN alkej-849 130 16 . . PUNCT alkej-849 131 1 since since SCONJ alkej-849 131 2 the the DET alkej-849 131 3 sampling sample VERB alkej-849 131 4 frequency frequency NOUN alkej-849 131 5 was be AUX alkej-849 131 6 256 256 NUM alkej-849 131 7 hz hz NOUN alkej-849 131 8 [ [ X alkej-849 131 9 28 28 NUM alkej-849 131 10 ] ] PUNCT alkej-849 131 11 , , PUNCT alkej-849 131 12 the the DET alkej-849 131 13 symlets symlets PROPN alkej-849 131 14 mother mother NOUN alkej-849 131 15 wt wt ADP alkej-849 131 16 of of ADP alkej-849 131 17 order order NOUN alkej-849 131 18 9 9 NUM alkej-849 131 19 ' ' PUNCT alkej-849 131 20 sym9 sym9 PROPN alkej-849 131 21 ' ' PUNCT alkej-849 131 22 and and CCONJ alkej-849 131 23 5 5 NUM alkej-849 131 24 decomposition decomposition NOUN alkej-849 131 25 levels level NOUN alkej-849 131 26 were be AUX alkej-849 131 27 utilized utilize VERB alkej-849 131 28 to to PART alkej-849 131 29 decompose decompose VERB alkej-849 131 30 the the DET alkej-849 131 31 acquired acquire VERB alkej-849 131 32 eeg eeg NOUN alkej-849 131 33 information information NOUN alkej-849 131 34 . . PUNCT alkej-849 132 1 as as ADP alkej-849 132 2 in in ADP alkej-849 132 3 equation equation NOUN alkej-849 132 4 1 1 NUM alkej-849 132 5 , , PUNCT alkej-849 132 6 the the DET alkej-849 132 7 discrete discrete ADJ alkej-849 132 8 values value NOUN alkej-849 132 9 of of ADP alkej-849 132 10 ๐‘Ž ๐‘Ž NOUN alkej-849 132 11 and and CCONJ alkej-849 132 12 ๐‘ ๐‘ PROPN alkej-849 132 13 can can AUX alkej-849 132 14 process process VERB alkej-849 132 15 the the DET alkej-849 132 16 dwt dwt NOUN alkej-849 132 17 . . PUNCT alkej-849 133 1 it it PRON alkej-849 133 2 can can AUX alkej-849 133 3 be be AUX alkej-849 133 4 constructed construct VERB alkej-849 133 5 as as ADP alkej-849 133 6 ๐‘Ž ๐‘Ž DET alkej-849 133 7 set set NOUN alkej-849 133 8 of of ADP alkej-849 133 9 decomposition decomposition NOUN alkej-849 133 10 functions function NOUN alkej-849 133 11 of of ADP alkej-849 133 12 the the DET alkej-849 133 13 correlation correlation NOUN alkej-849 133 14 between between ADP alkej-849 133 15 the the DET alkej-849 133 16 signal signal NOUN alkej-849 133 17 ๐‘“(๐‘ก ๐‘“(๐‘ก PROPN alkej-849 133 18 ) ) PUNCT alkej-849 133 19 and and CCONJ alkej-849 133 20 the the DET alkej-849 133 21 shifting shift VERB alkej-849 133 22 and and CCONJ alkej-849 133 23 dilating dilating NOUN alkej-849 133 24 of of ADP alkej-849 133 25 the the DET alkej-849 133 26 mother mother NOUN alkej-849 133 27 wavelet wavelet PROPN alkej-849 133 28 function function PROPN alkej-849 133 29 ๐œ“(๐‘ก ๐œ“(๐‘ก PROPN alkej-849 133 30 ) ) PUNCT alkej-849 133 31 . . PUNCT alkej-849 134 1 in in ADP alkej-849 134 2 equation equation NOUN alkej-849 134 3 2 2 NUM alkej-849 134 4 , , PUNCT alkej-849 134 5 location location NOUN alkej-849 134 6 parameter parameter NOUN alkej-849 134 7 ๐‘ ๐‘ PROPN alkej-849 134 8 shifts shift NOUN alkej-849 134 9 mwt mwt VERB alkej-849 134 10 and and CCONJ alkej-849 134 11 the the DET alkej-849 134 12 frequency frequency NOUN alkej-849 134 13 scaling scale VERB alkej-849 134 14 parameter parameter NOUN alkej-849 134 15 ๐‘Ž ๐‘Ž DET alkej-849 134 16 dilates dilate NOUN alkej-849 134 17 or or CCONJ alkej-849 134 18 contracts contract NOUN alkej-849 134 19 it it PRON alkej-849 135 1 [ [ X alkej-849 135 2 29 29 NUM alkej-849 135 3 , , PUNCT alkej-849 135 4 30 30 NUM alkej-849 135 5 ] ] NUM alkej-849 135 6 : : PUNCT alkej-849 135 7 ๐ท๐‘Š๐‘‡๐‘š,๐‘›(๐‘“ ๐ท๐‘Š๐‘‡๐‘š,๐‘›(๐‘“ X alkej-849 135 8 ) ) PUNCT alkej-849 135 9 = = SYM alkej-849 135 10 ๐‘Ž0 ๐‘Ž0 PROPN alkej-849 135 11 โˆ’๐‘š โˆ’๐‘š NOUN alkej-849 135 12 2โ„ 2โ„ NUM alkej-849 135 13 โˆซ โˆซ NOUN alkej-849 135 14 ๐‘“(๐‘ก ๐‘“(๐‘ก NOUN alkej-849 135 15 ) ) PUNCT alkej-849 135 16 ๐œ“(๐‘Ž0 ๐œ“(๐‘Ž0 ADJ alkej-849 135 17 โˆ’๐‘š๐‘ก โˆ’๐‘š๐‘ก NOUN alkej-849 135 18 โˆ’ โˆ’ NOUN alkej-849 135 19 ๐‘›๐‘0)๐‘‘๐‘ก ๐‘›๐‘0)๐‘‘๐‘ก NOUN alkej-849 135 20 . . PUNCT alkej-849 135 21 . . PUNCT alkej-849 135 22 . . PUNCT alkej-849 136 1 ( ( PUNCT alkej-849 136 2 1 1 X alkej-849 136 3 ) ) PUNCT alkej-849 136 4 ๐‘Ž0 ๐‘Ž0 ADJ alkej-849 136 5 and and CCONJ alkej-849 136 6 ๐‘0 ๐‘0 NOUN alkej-849 136 7 values value NOUN alkej-849 136 8 are be AUX alkej-849 136 9 set set VERB alkej-849 136 10 to to ADP alkej-849 136 11 2 2 NUM alkej-849 136 12 and and CCONJ alkej-849 136 13 1 1 NUM alkej-849 136 14 , , PUNCT alkej-849 136 15 respectively respectively ADV alkej-849 136 16 . . PUNCT alkej-849 137 1 ๐œ“๐‘Ž,๐‘(๐‘ก ๐œ“๐‘Ž,๐‘(๐‘ก NOUN alkej-849 137 2 ) ) PUNCT alkej-849 137 3 = = SYM alkej-849 138 1 1 1 NUM alkej-849 138 2 โˆš๐‘Ž โˆš๐‘Ž NOUN alkej-849 138 3 ๐œ“ ๐œ“ PROPN alkej-849 138 4 ( ( PUNCT alkej-849 138 5 ๐‘ก ๐‘ก X alkej-849 138 6 โˆ’ โˆ’ NOUN alkej-849 138 7 ๐‘ ๐‘ NOUN alkej-849 138 8 ๐‘Ž ๐‘Ž NOUN alkej-849 138 9 ) ) PUNCT alkej-849 138 10 , , PUNCT alkej-849 138 11 ๐‘Ž๐œ–โ„+ ๐‘Ž๐œ–โ„+ PROPN alkej-849 138 12 , , PUNCT alkej-849 138 13 ๐‘๐œ–โ„ ๐‘๐œ–โ„ PROPN alkej-849 138 14 โ€ฆ โ€ฆ PUNCT alkej-849 138 15 ( ( PUNCT alkej-849 138 16 2 2 X alkej-849 138 17 ) ) PUNCT alkej-849 138 18 2.4 2.4 NUM alkej-849 138 19 features feature NOUN alkej-849 138 20 extraction extraction NOUN alkej-849 138 21 stage stage NOUN alkej-849 138 22 each each DET alkej-849 138 23 eeg eeg PROPN alkej-849 138 24 dataset dataset PROPN alkej-849 138 25 had have VERB alkej-849 138 26 19 19 NUM alkej-849 138 27 channels channel NOUN alkej-849 138 28 with with ADP alkej-849 138 29 a a DET alkej-849 138 30 duration duration NOUN alkej-849 138 31 of of ADP alkej-849 138 32 60 60 NUM alkej-849 138 33 seconds second NOUN alkej-849 138 34 , , PUNCT alkej-849 138 35 so so ADV alkej-849 138 36 15360 15360 NUM alkej-849 138 37 samples sample NOUN alkej-849 138 38 were be AUX alkej-849 138 39 utilized utilize VERB alkej-849 138 40 for for ADP alkej-849 138 41 this this DET alkej-849 138 42 study study NOUN alkej-849 138 43 . . PUNCT alkej-849 139 1 entropies entropy NOUN alkej-849 139 2 have have AUX alkej-849 139 3 been be AUX alkej-849 139 4 utilized utilize VERB alkej-849 139 5 to to PART alkej-849 139 6 identify identify VERB alkej-849 139 7 anomalies anomaly NOUN alkej-849 139 8 in in ADP alkej-849 139 9 dementia dementia NOUN alkej-849 139 10 patients patient NOUN alkej-849 139 11 ' ' PART alkej-849 139 12 eegs eeg NOUN alkej-849 139 13 . . PUNCT alkej-849 140 1 the the DET alkej-849 140 2 eegs eegs PROPN alkej-849 140 3 of of ADP alkej-849 140 4 dementia dementia NOUN alkej-849 140 5 patients patient NOUN alkej-849 140 6 have have AUX alkej-849 140 7 been be AUX alkej-849 140 8 separated separate VERB alkej-849 140 9 from from ADP alkej-849 140 10 those those PRON alkej-849 140 11 of of ADP alkej-849 140 12 age age NOUN alkej-849 140 13 - - PUNCT alkej-849 140 14 matched match VERB alkej-849 140 15 healthy healthy ADJ alkej-849 140 16 people people NOUN alkej-849 140 17 using use VERB alkej-849 140 18 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 141 1 [ [ X alkej-849 141 2 31 31 NUM alkej-849 141 3 - - SYM alkej-849 141 4 33 33 NUM alkej-849 141 5 ] ] PUNCT alkej-849 141 6 . . PUNCT alkej-849 142 1 after after ADP alkej-849 142 2 normalizing normalize VERB alkej-849 142 3 the the DET alkej-849 142 4 power power NOUN alkej-849 142 5 spectral spectral ADJ alkej-849 142 6 density density NOUN alkej-849 142 7 ( ( PUNCT alkej-849 142 8 ๐‘ƒ๐‘†๐ท ๐‘ƒ๐‘†๐ท PROPN alkej-849 142 9 ) ) PUNCT alkej-849 142 10 to to ADP alkej-849 142 11 a a DET alkej-849 142 12 scale scale NOUN alkej-849 142 13 from from ADP alkej-849 142 14 0 0 NUM alkej-849 142 15 to to ADP alkej-849 142 16 1 1 NUM alkej-849 142 17 to to PART alkej-849 142 18 obtain obtain VERB alkej-849 142 19 normalized normalize VERB alkej-849 142 20 psd psd PROPN alkej-849 142 21 ( ( PUNCT alkej-849 142 22 psdn psdn PROPN alkej-849 142 23 ) ) PUNCT alkej-849 142 24 , , PUNCT alkej-849 142 25 which which PRON alkej-849 142 26 has have VERB alkej-849 142 27 the the DET alkej-849 142 28 value value NOUN alkej-849 142 29 1 1 NUM alkej-849 142 30 for for ADP alkej-849 142 31 โˆ‘ โˆ‘ ADV alkej-849 142 32 psdn(f psdn(f NOUN alkej-849 142 33 ) ) PUNCT alkej-849 142 34 = = SYM alkej-849 142 35 1 1 NUM alkej-849 142 36 , , PUNCT alkej-849 142 37 the the DET alkej-849 142 38 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 142 39 is be AUX alkej-849 142 40 computed compute VERB alkej-849 142 41 as as ADP alkej-849 142 42 in in ADP alkej-849 142 43 equation equation NOUN alkej-849 142 44 3 3 NUM alkej-849 142 45 [ [ X alkej-849 142 46 31 31 NUM alkej-849 142 47 ] ] PUNCT alkej-849 142 48 . . PUNCT alkej-849 143 1 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 143 2 = = SYM alkej-849 143 3 โˆ’1 โˆ’1 NOUN alkej-849 143 4 log(๐‘ log(๐‘ PROPN alkej-849 143 5 ) ) PUNCT alkej-849 143 6 โˆ‘ โˆ‘ PUNCT alkej-849 143 7 ๐‘ƒ๐‘†๐ท๐‘›(๐‘“ ๐‘ƒ๐‘†๐ท๐‘›(๐‘“ ADJ alkej-849 143 8 ) ) PUNCT alkej-849 143 9 log[๐‘ƒ๐‘†๐ท๐‘›(๐‘“)]64๐ป๐‘ง log[๐‘ƒ๐‘†๐ท๐‘›(๐‘“)]64๐ป๐‘ง NOUN alkej-849 143 10 ๐‘“=0.1๐ป๐‘ง ๐‘“=0.1๐ป๐‘ง NOUN alkej-849 143 11 โ€ฆ โ€ฆ PUNCT alkej-849 143 12 ( ( PUNCT alkej-849 143 13 3 3 X alkej-849 143 14 ) ) PUNCT alkej-849 143 15 utilizing utilize VERB alkej-849 143 16 the the DET alkej-849 143 17 algorithm algorithm NOUN alkej-849 143 18 described describe VERB alkej-849 143 19 in in ADP alkej-849 143 20 [ [ X alkej-849 143 21 34 34 NUM alkej-849 143 22 ] ] PUNCT alkej-849 143 23 , , PUNCT alkej-849 143 24 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 143 25 is be AUX alkej-849 143 26 calculated calculate VERB alkej-849 143 27 as as ADP alkej-849 143 28 in in ADP alkej-849 143 29 equation equation NOUN alkej-849 143 30 4 4 NUM alkej-849 143 31 [ [ SYM alkej-849 143 32 35 35 NUM alkej-849 143 33 ] ] PUNCT alkej-849 143 34 . . PUNCT alkej-849 144 1 ๐ด๐‘๐ธ๐‘›(๐‘š ๐ด๐‘๐ธ๐‘›(๐‘š PROPN alkej-849 144 2 , , PUNCT alkej-849 144 3 ๐‘Ÿ ๐‘Ÿ NOUN alkej-849 144 4 , , PUNCT alkej-849 144 5 ๐‘ ๐‘ PROPN alkej-849 144 6 ) ) PUNCT alkej-849 144 7 = = SYM alkej-849 144 8 โˆ…๐‘š(๐‘Ÿ โˆ…๐‘š(๐‘Ÿ PROPN alkej-849 144 9 ) ) PUNCT alkej-849 144 10 โˆ’ โˆ’ PROPN alkej-849 144 11 โˆ…๐‘š+1(๐‘Ÿ โˆ…๐‘š+1(๐‘Ÿ NUM alkej-849 144 12 ) ) PUNCT alkej-849 144 13 โ€ฆ โ€ฆ PUNCT alkej-849 144 14 ( ( PUNCT alkej-849 144 15 4 4 X alkej-849 144 16 ) ) PUNCT alkej-849 144 17 where where SCONJ alkej-849 144 18 , , PUNCT alkej-849 144 19 โˆ…๐‘š โˆ…๐‘š NOUN alkej-849 144 20 is be AUX alkej-849 144 21 the the DET alkej-849 144 22 natural natural ADJ alkej-849 144 23 logarithm logarithm NOUN alkej-849 144 24 for for ADP alkej-849 144 25 ๐‘š ๐‘š PROPN alkej-849 144 26 contiguous contiguous ADJ alkej-849 144 27 observation observation NOUN alkej-849 144 28 within within ADP alkej-849 144 29 tolerance tolerance NOUN alkej-849 144 30 width width NOUN alkej-849 144 31 ๐‘Ÿ ๐‘Ÿ NOUN alkej-849 144 32 and and CCONJ alkej-849 144 33 ๐‘ ๐‘ PROPN alkej-849 144 34 is be AUX alkej-849 144 35 the the DET alkej-849 144 36 number number NOUN alkej-849 144 37 of of ADP alkej-849 144 38 points point NOUN alkej-849 144 39 of of ADP alkej-849 144 40 the the DET alkej-849 144 41 eeg eeg PROPN alkej-849 144 42 time time NOUN alkej-849 144 43 series series PROPN alkej-849 144 44 . . PUNCT alkej-849 145 1 for for ADP alkej-849 145 2 the the DET alkej-849 145 3 sake sake NOUN alkej-849 145 4 of of ADP alkej-849 145 5 our our PRON alkej-849 145 6 analysis analysis NOUN alkej-849 145 7 , , PUNCT alkej-849 145 8 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 145 9 is be AUX alkej-849 145 10 calculated calculate VERB alkej-849 145 11 with with ADP alkej-849 145 12 a a DET alkej-849 145 13 tolerance tolerance NOUN alkej-849 145 14 of of ADP alkej-849 145 15 r r NOUN alkej-849 145 16 = = PUNCT alkej-849 145 17 0.2 0.2 NUM alkej-849 145 18 ร— ร— NOUN alkej-849 145 19 sd sd NOUN alkej-849 145 20 and and CCONJ alkej-849 145 21 a a DET alkej-849 145 22 run run NOUN alkej-849 145 23 length length NOUN alkej-849 145 24 of of ADP alkej-849 145 25 m m PROPN alkej-849 145 26 = = SYM alkej-849 145 27 2 2 NUM alkej-849 145 28 epochs epoch NOUN alkej-849 145 29 , , PUNCT alkej-849 145 30 where where SCONJ alkej-849 145 31 sd sd NOUN alkej-849 145 32 is be AUX alkej-849 145 33 the the DET alkej-849 145 34 standard standard ADJ alkej-849 145 35 deviation deviation NOUN alkej-849 145 36 . . PUNCT alkej-849 146 1 in in ADP alkej-849 146 2 the the DET alkej-849 146 3 case case NOUN alkej-849 146 4 of of ADP alkej-849 146 5 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 146 6 , , PUNCT alkej-849 146 7 this this DET alkej-849 146 8 sort sort NOUN alkej-849 146 9 of of ADP alkej-849 146 10 entropy entropy NOUN alkej-849 146 11 is be AUX alkej-849 146 12 widely widely ADV alkej-849 146 13 employed employ VERB alkej-849 146 14 in in ADP alkej-849 146 15 the the DET alkej-849 146 16 context context NOUN alkej-849 146 17 of of ADP alkej-849 146 18 artefacts artefact NOUN alkej-849 146 19 and and CCONJ alkej-849 146 20 noise noise NOUN alkej-849 146 21 , , PUNCT alkej-849 146 22 and and CCONJ alkej-849 146 23 one one NUM alkej-849 146 24 of of ADP alkej-849 146 25 its its PRON alkej-849 146 26 distinguishing distinguish VERB alkej-849 146 27 properties property NOUN alkej-849 146 28 [ [ X alkej-849 146 29 36 36 NUM alkej-849 146 30 ] ] PUNCT alkej-849 146 31 is be AUX alkej-849 146 32 its its PRON alkej-849 146 33 computational computational ADJ alkej-849 146 34 speed speed NOUN alkej-849 146 35 . . PUNCT alkej-849 147 1 in in ADP alkej-849 147 2 terms term NOUN alkej-849 147 3 of of ADP alkej-849 147 4 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 147 5 's 's PART alkej-849 147 6 applications application NOUN alkej-849 147 7 , , PUNCT alkej-849 147 8 non non ADJ alkej-849 147 9 โˆ’ โˆ’ PROPN alkej-849 147 10 stationary stationary ADJ alkej-849 147 11 and and CCONJ alkej-849 147 12 non non ADJ alkej-849 147 13 โˆ’ โˆ’ PROPN alkej-849 147 14 linear linear ADJ alkej-849 147 15 signals signal NOUN alkej-849 147 16 are be AUX alkej-849 147 17 frequently frequently ADV alkej-849 147 18 employed employ VERB alkej-849 147 19 [ [ PUNCT alkej-849 147 20 37 37 NUM alkej-849 147 21 ] ] PUNCT alkej-849 147 22 . . PUNCT alkej-849 148 1 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 148 2 has have AUX alkej-849 148 3 been be AUX alkej-849 148 4 utilized utilize VERB alkej-849 148 5 by by ADP alkej-849 148 6 researchers researcher NOUN alkej-849 148 7 to to PART alkej-849 148 8 assess assess VERB alkej-849 148 9 the the DET alkej-849 148 10 complexity complexity NOUN alkej-849 148 11 of of ADP alkej-849 148 12 eeg eeg NOUN alkej-849 148 13 signals signal NOUN alkej-849 148 14 in in ADP alkej-849 148 15 alzheimerโ€ฒs alzheimerโ€ฒ NOUN alkej-849 148 16 disease disease NOUN alkej-849 148 17 ( ( PUNCT alkej-849 148 18 ad ad NOUN alkej-849 148 19 ) ) PUNCT alkej-849 148 20 patients patient NOUN alkej-849 149 1 [ [ X alkej-849 149 2 38 38 NUM alkej-849 149 3 ] ] PUNCT alkej-849 149 4 . . PUNCT alkej-849 150 1 the the DET alkej-849 150 2 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 150 3 can can AUX alkej-849 150 4 also also ADV alkej-849 150 5 be be AUX alkej-849 150 6 used use VERB alkej-849 150 7 to to PART alkej-849 150 8 detect detect VERB alkej-849 150 9 aberrant aberrant ADJ alkej-849 150 10 electrical electrical ADJ alkej-849 150 11 activity activity NOUN alkej-849 150 12 in in ADP alkej-849 150 13 the the DET alkej-849 150 14 brain brain NOUN alkej-849 150 15 , , PUNCT alkej-849 150 16 which which PRON alkej-849 150 17 can can AUX alkej-849 150 18 not not PART alkej-849 150 19 be be AUX alkej-849 150 20 demonstrated demonstrate VERB alkej-849 150 21 by by ADP alkej-849 150 22 traditional traditional ADJ alkej-849 150 23 eeg eeg PROPN alkej-849 150 24 signal signal NOUN alkej-849 150 25 detection detection NOUN alkej-849 150 26 methods method NOUN alkej-849 150 27 [ [ X alkej-849 150 28 39 39 NUM alkej-849 150 29 ] ] PUNCT alkej-849 150 30 . . PUNCT alkej-849 151 1 when when SCONJ alkej-849 151 2 all all DET alkej-849 151 3 motifs motif NOUN alkej-849 151 4 have have VERB alkej-849 151 5 equal equal ADJ alkej-849 151 6 probability probability NOUN alkej-849 151 7 , , PUNCT alkej-849 151 8 the the DET alkej-849 151 9 largest large ADJ alkej-849 151 10 value value NOUN alkej-849 151 11 of of ADP alkej-849 151 12 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 151 13 is be AUX alkej-849 151 14 obtained obtain VERB alkej-849 151 15 , , PUNCT alkej-849 151 16 which which PRON alkej-849 151 17 has have VERB alkej-849 151 18 a a DET alkej-849 151 19 value value NOUN alkej-849 151 20 of of ADP alkej-849 151 21 ln ln NOUN alkej-849 151 22 ๐‘‘ ๐‘‘ PROPN alkej-849 151 23 ! ! NOUN alkej-849 151 24 , , PUNCT alkej-849 151 25 where where SCONJ alkej-849 151 26 ๐‘‘ ๐‘‘ PROPN alkej-849 151 27 = = SYM alkej-849 151 28 3 3 NUM alkej-849 151 29 , , PUNCT alkej-849 151 30 ๐‘™ ๐‘™ NOUN alkej-849 151 31 = = SYM alkej-849 151 32 1 1 X alkej-849 151 33 . . PUNCT alkej-849 152 1 in in ADP alkej-849 152 2 contrast contrast NOUN alkej-849 152 3 , , PUNCT alkej-849 152 4 if if SCONJ alkej-849 152 5 there there PRON alkej-849 152 6 is be VERB alkej-849 152 7 only only ADV alkej-849 152 8 one one NUM alkej-849 152 9 ๐‘(๐œ‹๐‘˜ ๐‘(๐œ‹๐‘˜ NUM alkej-849 152 10 ) ) PUNCT alkej-849 152 11 different different ADJ alkej-849 152 12 from from ADP alkej-849 152 13 zero zero NUM alkej-849 152 14 , , PUNCT alkej-849 152 15 which which PRON alkej-849 152 16 illustrates illustrate VERB alkej-849 152 17 a a DET alkej-849 152 18 completely completely ADV alkej-849 152 19 regular regular ADJ alkej-849 152 20 signal signal NOUN alkej-849 152 21 , , PUNCT alkej-849 152 22 the the DET alkej-849 152 23 smallest small ADJ alkej-849 152 24 value value NOUN alkej-849 152 25 of of ADP alkej-849 152 26 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 152 27 is be AUX alkej-849 152 28 obtained obtain VERB alkej-849 152 29 as as ADV alkej-849 152 30 much much ADJ alkej-849 152 31 as as ADP alkej-849 152 32 0 0 NUM alkej-849 153 1 [ [ X alkej-849 153 2 36 36 NUM alkej-849 153 3 , , PUNCT alkej-849 153 4 40 40 NUM alkej-849 153 5 , , PUNCT alkej-849 153 6 41 41 NUM alkej-849 153 7 ] ] PUNCT alkej-849 153 8 . . PUNCT alkej-849 154 1 for for ADP alkej-849 154 2 60 60 NUM alkej-849 154 3 seconds second NOUN alkej-849 154 4 , , PUNCT alkej-849 154 5 ๐‘ ๐‘ PROPN alkej-849 154 6 = = SYM alkej-849 154 7 15360 15360 NUM alkej-849 154 8 samples sample NOUN alkej-849 154 9 , , PUNCT alkej-849 154 10 6 6 NUM alkej-849 154 11 windows window NOUN alkej-849 154 12 of of ADP alkej-849 154 13 10 10 NUM alkej-849 154 14 second second ADJ alkej-849 154 15 length length NOUN alkej-849 154 16 ( ( PUNCT alkej-849 154 17 2560 2560 NUM alkej-849 154 18 samples sample NOUN alkej-849 154 19 ) ) PUNCT alkej-849 155 1 noor noor PROPN alkej-849 155 2 k. k. PROPN alkej-849 155 3 al al PROPN alkej-849 155 4 - - PUNCT alkej-849 155 5 qazzaz qazzaz PROPN alkej-849 155 6 al al PROPN alkej-849 155 7 - - PUNCT alkej-849 155 8 khwarizmi khwarizmi PROPN alkej-849 155 9 engineering engineering NOUN alkej-849 155 10 journal journal PROPN alkej-849 155 11 , , PUNCT alkej-849 155 12 vol vol NOUN alkej-849 155 13 . . PROPN alkej-849 155 14 19 19 NUM alkej-849 155 15 , , PUNCT alkej-849 155 16 no no INTJ alkej-849 155 17 . . NOUN alkej-849 155 18 4 4 NUM alkej-849 155 19 , , PUNCT alkej-849 155 20 p.p p.p PROPN alkej-849 155 21 . . NOUN alkej-849 155 22 2941(2023 2941(2023 NUM alkej-849 155 23 ) ) PUNCT alkej-849 155 24 34 34 NUM alkej-849 155 25 were be AUX alkej-849 155 26 extracted extract VERB alkej-849 155 27 from from ADP alkej-849 155 28 the the DET alkej-849 155 29 original original ADJ alkej-849 155 30 eeg eeg NOUN alkej-849 155 31 time time NOUN alkej-849 155 32 series series NOUN alkej-849 155 33 for for ADP alkej-849 155 34 each each PRON alkej-849 155 35 of of ADP alkej-849 155 36 19 19 NUM alkej-849 155 37 channels channel NOUN alkej-849 155 38 . . PUNCT alkej-849 156 1 in in ADP alkej-849 156 2 order order NOUN alkej-849 156 3 to to PART alkej-849 156 4 estimate estimate VERB alkej-849 156 5 the the DET alkej-849 156 6 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 156 7 , , PUNCT alkej-849 156 8 assume assume VERB alkej-849 156 9 the the DET alkej-849 156 10 time time NOUN alkej-849 156 11 series series NOUN alkej-849 156 12 of of ADP alkej-849 156 13 ๐‘ฆ ๐‘ฆ NOUN alkej-849 156 14 = = PUNCT alkej-849 156 15 { { PUNCT alkej-849 156 16 ๐‘ฆ1 ๐‘ฆ1 PROPN alkej-849 156 17 , , PUNCT alkej-849 156 18 ๐‘ฆ2 ๐‘ฆ2 NOUN alkej-849 156 19 , , PUNCT alkej-849 156 20 โ€ฆ โ€ฆ PUNCT alkej-849 156 21 , , PUNCT alkej-849 156 22 ๐‘ฆ๐‘ ๐‘ฆ๐‘ NOUN alkej-849 156 23 } } PUNCT alkej-849 156 24 of of ADP alkej-849 156 25 length length NOUN alkej-849 156 26 ๐‘ ๐‘ PROPN alkej-849 156 27 , , PUNCT alkej-849 156 28 at at ADP alkej-849 156 29 each each DET alkej-849 156 30 time time NOUN alkej-849 156 31 ๐‘ก ๐‘ก NOUN alkej-849 156 32 of of ADP alkej-849 156 33 ๐‘ฆ ๐‘ฆ PRON alkej-849 156 34 a a DET alkej-849 156 35 vector vector NOUN alkej-849 156 36 including include VERB alkej-849 156 37 the the DET alkej-849 156 38 ๐‘‘๐‘กโ„Ž ๐‘‘๐‘กโ„Ž NOUN alkej-849 156 39 subsequence subsequence NOUN alkej-849 156 40 value value NOUN alkej-849 156 41 constructed construct VERB alkej-849 156 42 as as ADP alkej-849 156 43 : : PUNCT alkej-849 156 44 ๐‘Œ๐‘ก ๐‘Œ๐‘ก PROPN alkej-849 156 45 ๐‘‘,๐‘™ ๐‘‘,๐‘™ NOUN alkej-849 156 46 = = PUNCT alkej-849 156 47 { { PUNCT alkej-849 156 48 ๐‘ฆ๐‘ก ๐‘ฆ๐‘ก PROPN alkej-849 156 49 , , PUNCT alkej-849 156 50 ๐‘ฆ๐‘ก+1 ๐‘ฆ๐‘ก+1 NOUN alkej-849 156 51 , , PUNCT alkej-849 156 52 โ€ฆ โ€ฆ PUNCT alkej-849 156 53 , , PUNCT alkej-849 156 54 ๐‘ฆ๐‘ก+(๐‘‘โˆ’2)๐‘™ ๐‘ฆ๐‘ก+(๐‘‘โˆ’2)๐‘™ PROPN alkej-849 156 55 , , PUNCT alkej-849 156 56 ๐‘ฆ๐‘ก+(๐‘‘โˆ’1)๐‘™ ๐‘ฆ๐‘ก+(๐‘‘โˆ’1)๐‘™ NOUN alkej-849 156 57 } } PUNCT alkej-849 156 58 for for ADP alkej-849 156 59 ๐‘ก ๐‘ก X alkej-849 156 60 = = SYM alkej-849 156 61 1,2 1,2 NUM alkej-849 156 62 , , PUNCT alkej-849 156 63 โ€ฆ โ€ฆ PUNCT alkej-849 156 64 , , PUNCT alkej-849 156 65 ๐‘ ๐‘ PROPN alkej-849 156 66 โˆ’ โˆ’ PROPN alkej-849 156 67 ( ( PUNCT alkej-849 156 68 ๐‘‘ ๐‘‘ PROPN alkej-849 156 69 โˆ’ โˆ’ PROPN alkej-849 156 70 1)๐‘™ 1)๐‘™ NUM alkej-849 156 71 , , PUNCT alkej-849 156 72 where where SCONJ alkej-849 156 73 ๐‘‘ ๐‘‘ NOUN alkej-849 156 74 is be AUX alkej-849 156 75 the the DET alkej-849 156 76 embedded embed VERB alkej-849 156 77 dimension dimension NOUN alkej-849 156 78 , , PUNCT alkej-849 156 79 determines determine VERB alkej-849 156 80 how how SCONJ alkej-849 156 81 much much ADJ alkej-849 156 82 information information NOUN alkej-849 156 83 is be AUX alkej-849 156 84 contained contain VERB alkej-849 156 85 in in ADP alkej-849 156 86 each each DET alkej-849 156 87 vector vector NOUN alkej-849 156 88 and and CCONJ alkej-849 156 89 ๐‘™ ๐‘™ NOUN alkej-849 156 90 is be AUX alkej-849 156 91 the the DET alkej-849 156 92 time time NOUN alkej-849 156 93 delay delay NOUN alkej-849 156 94 . . PUNCT alkej-849 157 1 to to PART alkej-849 157 2 calculate calculate VERB alkej-849 157 3 the the DET alkej-849 157 4 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 157 5 , , PUNCT alkej-849 157 6 the the DET alkej-849 157 7 ๐‘‘ ๐‘‘ PROPN alkej-849 157 8 of of ADP alkej-849 157 9 ๐‘ฆ๐‘– ๐‘ฆ๐‘– PROPN alkej-849 157 10 are be AUX alkej-849 157 11 associated associate VERB alkej-849 157 12 with with ADP alkej-849 157 13 numbers number NOUN alkej-849 157 14 from from ADP alkej-849 157 15 1 1 NUM alkej-849 157 16 to to ADP alkej-849 157 17 ๐‘‘ ๐‘‘ PRON alkej-849 157 18 and and CCONJ alkej-849 157 19 arranged arrange VERB alkej-849 157 20 in in ADP alkej-849 157 21 increasing increase VERB alkej-849 157 22 order order NOUN alkej-849 157 23 as as ADP alkej-849 157 24 { { PUNCT alkej-849 157 25 ๐‘ฆ๐‘ก+(๐‘—1โˆ’1)๐‘™ ๐‘ฆ๐‘ก+(๐‘—1โˆ’1)๐‘™ NOUN alkej-849 157 26 , , PUNCT alkej-849 157 27 ๐‘ฆ๐‘ก+(๐‘—2โˆ’1)๐‘™ ๐‘ฆ๐‘ก+(๐‘—2โˆ’1)๐‘™ NOUN alkej-849 157 28 , , PUNCT alkej-849 157 29 โ€ฆ โ€ฆ PUNCT alkej-849 157 30 , , PUNCT alkej-849 157 31 ๐‘ฆ๐‘ก+(๐‘—๐‘‘โˆ’1โˆ’1)๐‘™ ๐‘ฆ๐‘ก+(๐‘—๐‘‘โˆ’1โˆ’1)๐‘™ NUM alkej-849 157 32 , , PUNCT alkej-849 157 33 ๐‘ฆ๐‘ก+(๐‘—๐‘‘โˆ’1)๐‘™ ๐‘ฆ๐‘ก+(๐‘—๐‘‘โˆ’1)๐‘™ PROPN alkej-849 157 34 } } PUNCT alkej-849 157 35 for for ADP alkej-849 157 36 different different ADJ alkej-849 157 37 samples sample NOUN alkej-849 157 38 , , PUNCT alkej-849 157 39 there there PRON alkej-849 157 40 will will AUX alkej-849 157 41 be be AUX alkej-849 157 42 ๐‘‘ ๐‘‘ PROPN alkej-849 157 43 ! ! NOUN alkej-849 157 44 potential potential ADJ alkej-849 157 45 ordinal ordinal ADJ alkej-849 157 46 patterns pattern NOUN alkej-849 157 47 , , PUNCT alkej-849 157 48 ๐œ‹ ๐œ‹ NOUN alkej-849 157 49 , , PUNCT alkej-849 157 50 which which PRON alkej-849 157 51 are be AUX alkej-849 157 52 named name VERB alkej-849 157 53 โ€œ " PUNCT alkej-849 157 54 motifs motif NOUN alkej-849 157 55 โ€ " PUNCT alkej-849 158 1 [ [ X alkej-849 158 2 38 38 NUM alkej-849 158 3 ] ] PUNCT alkej-849 158 4 . . PUNCT alkej-849 159 1 for for ADP alkej-849 159 2 each each DET alkej-849 159 3 ๐œ‹๐‘ก ๐œ‹๐‘ก NOUN alkej-849 159 4 , , PUNCT alkej-849 159 5 ๐‘(๐œ‹๐‘ก ๐‘(๐œ‹๐‘ก PROPN alkej-849 159 6 ) ) PUNCT alkej-849 159 7 demonstrate demonstrate VERB alkej-849 159 8 the the DET alkej-849 159 9 relative relative ADJ alkej-849 159 10 frequency frequency NOUN alkej-849 159 11 as as SCONJ alkej-849 159 12 follows follow VERB alkej-849 159 13 : : PUNCT alkej-849 159 14 ๐‘(๐œ‹๐‘– ๐‘(๐œ‹๐‘– NUM alkej-849 159 15 ๐‘‘,๐‘™ ๐‘‘,๐‘™ NOUN alkej-849 159 16 ) ) PUNCT alkej-849 159 17 = = SYM alkej-849 160 1 # # SYM alkej-849 160 2 { { PUNCT alkej-849 160 3 ๐‘ก|๐‘กโ‰ค๐‘โˆ’๐‘‘,type(๐‘Œ๐‘ก ๐‘ก|๐‘กโ‰ค๐‘โˆ’๐‘‘,type(๐‘Œ๐‘ก X alkej-849 160 4 ๐‘‘,๐‘™)=๐œ‹๐‘– ๐‘‘,๐‘™)=๐œ‹๐‘– PUNCT alkej-849 160 5 ๐‘‘,๐‘™ ๐‘‘,๐‘™ NOUN alkej-849 160 6 } } PUNCT alkej-849 160 7 ๐‘โˆ’๐‘‘+1 ๐‘โˆ’๐‘‘+1 NOUN alkej-849 160 8 โ€ฆ โ€ฆ PUNCT alkej-849 160 9 ( ( PUNCT alkej-849 160 10 5 5 NUM alkej-849 160 11 ) ) PUNCT alkej-849 160 12 where where SCONJ alkej-849 160 13 # # NOUN alkej-849 160 14 { { PUNCT alkej-849 160 15 } } PUNCT alkej-849 160 16 denotes denote VERB alkej-849 160 17 the the DET alkej-849 160 18 cardinality cardinality NOUN alkej-849 160 19 of of ADP alkej-849 160 20 the the DET alkej-849 160 21 set set NOUN alkej-849 160 22 ( ( PUNCT alkej-849 160 23 the the DET alkej-849 160 24 number number NOUN alkej-849 160 25 of of ADP alkej-849 160 26 elements element NOUN alkej-849 160 27 ) ) PUNCT alkej-849 160 28 . . PUNCT alkej-849 161 1 the the DET alkej-849 161 2 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 161 3 is be AUX alkej-849 161 4 computed compute VERB alkej-849 161 5 as as SCONJ alkej-849 161 6 follows follow VERB alkej-849 161 7 : : PUNCT alkej-849 161 8 ๐ป(๐‘ฆ ๐ป(๐‘ฆ NUM alkej-849 161 9 , , PUNCT alkej-849 161 10 ๐‘‘ ๐‘‘ PROPN alkej-849 161 11 , , PUNCT alkej-849 161 12 ๐‘™ ๐‘™ NOUN alkej-849 161 13 ) ) PUNCT alkej-849 161 14 = = SYM alkej-849 162 1 โˆ’ โˆ’ PROPN alkej-849 162 2 โˆ‘ โˆ‘ PUNCT alkej-849 162 3 ๐‘(๐œ‹๐‘˜)๐œ‹๐‘˜=๐‘‘ ๐‘(๐œ‹๐‘˜)๐œ‹๐‘˜=๐‘‘ PROPN alkej-849 162 4 ! ! PUNCT alkej-849 162 5 ๐œ‹๐‘˜=1 ๐œ‹๐‘˜=1 PROPN alkej-849 162 6 ln ln PROPN alkej-849 162 7 ๐‘(๐œ‹๐‘˜ ๐‘(๐œ‹๐‘˜ PROPN alkej-849 162 8 ) ) PUNCT alkej-849 162 9 โ€ฆ โ€ฆ PUNCT alkej-849 162 10 ( ( PUNCT alkej-849 162 11 6 6 NUM alkej-849 162 12 ) ) PUNCT alkej-849 162 13 when when SCONJ alkej-849 162 14 all all DET alkej-849 162 15 motifs motif NOUN alkej-849 162 16 have have VERB alkej-849 162 17 equal equal ADJ alkej-849 162 18 probability probability NOUN alkej-849 162 19 , , PUNCT alkej-849 162 20 the the DET alkej-849 162 21 largest large ADJ alkej-849 162 22 value value NOUN alkej-849 162 23 of of ADP alkej-849 162 24 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 162 25 is be AUX alkej-849 162 26 obtained obtain VERB alkej-849 162 27 , , PUNCT alkej-849 162 28 which which PRON alkej-849 162 29 has have VERB alkej-849 162 30 a a DET alkej-849 162 31 value value NOUN alkej-849 162 32 of of ADP alkej-849 162 33 ln ln NOUN alkej-849 162 34 ๐‘‘ ๐‘‘ PROPN alkej-849 162 35 ! ! NOUN alkej-849 162 36 , , PUNCT alkej-849 162 37 where where SCONJ alkej-849 162 38 ๐‘‘ ๐‘‘ PROPN alkej-849 162 39 = = SYM alkej-849 162 40 3 3 NUM alkej-849 162 41 , , PUNCT alkej-849 162 42 ๐‘™ ๐‘™ NOUN alkej-849 162 43 = = SYM alkej-849 162 44 1 1 X alkej-849 162 45 . . PUNCT alkej-849 163 1 in in ADP alkej-849 163 2 contrast contrast NOUN alkej-849 163 3 , , PUNCT alkej-849 163 4 if if SCONJ alkej-849 163 5 there there PRON alkej-849 163 6 is be VERB alkej-849 163 7 only only ADV alkej-849 163 8 one one NUM alkej-849 163 9 ๐‘(๐œ‹๐‘˜ ๐‘(๐œ‹๐‘˜ NUM alkej-849 163 10 ) ) PUNCT alkej-849 163 11 different different ADJ alkej-849 163 12 from from ADP alkej-849 163 13 zero zero NUM alkej-849 163 14 , , PUNCT alkej-849 163 15 which which PRON alkej-849 163 16 illustrates illustrate VERB alkej-849 163 17 a a DET alkej-849 163 18 completely completely ADV alkej-849 163 19 regular regular ADJ alkej-849 163 20 signal signal NOUN alkej-849 163 21 , , PUNCT alkej-849 163 22 the the DET alkej-849 163 23 smallest small ADJ alkej-849 163 24 value value NOUN alkej-849 163 25 of of ADP alkej-849 163 26 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 163 27 is be AUX alkej-849 163 28 obtained obtain VERB alkej-849 163 29 as as ADV alkej-849 163 30 much much ADJ alkej-849 163 31 as as ADP alkej-849 163 32 0 0 NUM alkej-849 164 1 [ [ X alkej-849 164 2 36 36 NUM alkej-849 164 3 , , PUNCT alkej-849 164 4 40 40 NUM alkej-849 164 5 , , PUNCT alkej-849 164 6 41 41 NUM alkej-849 164 7 ] ] PUNCT alkej-849 164 8 . . PUNCT alkej-849 165 1 for for ADP alkej-849 165 2 60 60 NUM alkej-849 165 3 seconds second NOUN alkej-849 165 4 , , PUNCT alkej-849 165 5 ๐‘ ๐‘ PROPN alkej-849 165 6 = = SYM alkej-849 165 7 15360 15360 NUM alkej-849 165 8 samples sample NOUN alkej-849 165 9 , , PUNCT alkej-849 165 10 6 6 NUM alkej-849 165 11 windows window NOUN alkej-849 165 12 of of ADP alkej-849 165 13 10 10 NUM alkej-849 165 14 second second ADJ alkej-849 165 15 length length NOUN alkej-849 165 16 ( ( PUNCT alkej-849 165 17 2560 2560 NUM alkej-849 165 18 samples sample NOUN alkej-849 165 19 ) ) PUNCT alkej-849 165 20 were be AUX alkej-849 165 21 extracted extract VERB alkej-849 165 22 from from ADP alkej-849 165 23 the the DET alkej-849 165 24 original original ADJ alkej-849 165 25 eeg eeg NOUN alkej-849 165 26 time time NOUN alkej-849 165 27 series series NOUN alkej-849 165 28 for for ADP alkej-849 165 29 each each DET alkej-849 165 30 19 19 NUM alkej-849 165 31 channels channel NOUN alkej-849 165 32 . . PUNCT alkej-849 166 1 2.5 2.5 NUM alkej-849 166 2 statistical statistical ADJ alkej-849 166 3 analysis analysis NOUN alkej-849 166 4 the the DET alkej-849 166 5 denoised denoised ADJ alkej-849 166 6 19 19 NUM alkej-849 166 7 channels channel NOUN alkej-849 166 8 from from ADP alkej-849 166 9 the the DET alkej-849 166 10 eeg eeg NOUN alkej-849 166 11 dataset dataset NOUN alkej-849 166 12 of of ADP alkej-849 166 13 15 15 NUM alkej-849 166 14 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 166 15 , , PUNCT alkej-849 166 16 15 15 NUM alkej-849 166 17 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ NOUN alkej-849 166 18 , , PUNCT alkej-849 166 19 and and CCONJ alkej-849 166 20 5 5 NUM alkej-849 166 21 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 166 22 patients patient NOUN alkej-849 166 23 were be AUX alkej-849 166 24 preliminary preliminary ADJ alkej-849 166 25 divided divide VERB alkej-849 166 26 into into ADP alkej-849 166 27 5 5 NUM alkej-849 166 28 recording recording NOUN alkej-849 166 29 regions region NOUN alkej-849 166 30 that that PRON alkej-849 166 31 correspond correspond VERB alkej-849 166 32 to to ADP alkej-849 166 33 the the DET alkej-849 166 34 scalp scalp NOUN alkej-849 166 35 area area NOUN alkej-849 166 36 of of ADP alkej-849 166 37 the the DET alkej-849 166 38 cerebral cerebral ADJ alkej-849 166 39 cortex cortex NOUN alkej-849 166 40 . . PUNCT alkej-849 167 1 the the DET alkej-849 167 2 frontal frontal NOUN alkej-849 167 3 includes include VERB alkej-849 167 4 seven seven NUM alkej-849 167 5 channels channel NOUN alkej-849 167 6 : : PUNCT alkej-849 167 7 fp1 fp1 NOUN alkej-849 167 8 , , PUNCT alkej-849 167 9 fp2 fp2 PROPN alkej-849 167 10 , , PUNCT alkej-849 167 11 f3 f3 PROPN alkej-849 167 12 , , PUNCT alkej-849 167 13 f4 f4 PROPN alkej-849 167 14 , , PUNCT alkej-849 167 15 f7 f7 PROPN alkej-849 167 16 , , PUNCT alkej-849 167 17 f8 f8 PROPN alkej-849 167 18 and and CCONJ alkej-849 167 19 fz fz PROPN alkej-849 167 20 , , PUNCT alkej-849 167 21 temporal temporal ADJ alkej-849 167 22 includes include VERB alkej-849 167 23 four four NUM alkej-849 167 24 channels channel NOUN alkej-849 167 25 : : PUNCT alkej-849 167 26 t3 t3 PROPN alkej-849 167 27 , , PUNCT alkej-849 167 28 t4 t4 PROPN alkej-849 167 29 , , PUNCT alkej-849 167 30 t5 t5 PROPN alkej-849 167 31 and and CCONJ alkej-849 167 32 t6 t6 PROPN alkej-849 167 33 , , PUNCT alkej-849 167 34 parietal parietal ADJ alkej-849 167 35 includes include VERB alkej-849 167 36 three three NUM alkej-849 167 37 channels channel NOUN alkej-849 167 38 : : PUNCT alkej-849 167 39 p3 p3 NOUN alkej-849 167 40 , , PUNCT alkej-849 167 41 p4 p4 ADJ alkej-849 167 42 and and CCONJ alkej-849 167 43 pz pz NOUN alkej-849 167 44 ) ) PUNCT alkej-849 167 45 , , PUNCT alkej-849 167 46 occipital occipital NOUN alkej-849 167 47 includes include VERB alkej-849 167 48 two two NUM alkej-849 167 49 channels channel NOUN alkej-849 167 50 : : PUNCT alkej-849 167 51 o1 o1 NOUN alkej-849 167 52 and and CCONJ alkej-849 167 53 o2 o2 PROPN alkej-849 167 54 ) ) PUNCT alkej-849 167 55 , , PUNCT alkej-849 167 56 and and CCONJ alkej-849 167 57 central central ADJ alkej-849 167 58 includes include VERB alkej-849 167 59 three three NUM alkej-849 167 60 channels channel NOUN alkej-849 167 61 : : PUNCT alkej-849 167 62 c3 c3 NOUN alkej-849 167 63 , , PUNCT alkej-849 167 64 c4 c4 NOUN alkej-849 167 65 and and CCONJ alkej-849 167 66 cz cz NOUN alkej-849 167 67 ) ) PUNCT alkej-849 167 68 . . PUNCT alkej-849 168 1 the the DET alkej-849 168 2 kolmogorov kolmogorov PROPN alkej-849 168 3 โ€“ โ€“ PUNCT alkej-849 168 4 smirnov smirnov ADJ alkej-849 168 5 test test NOUN alkej-849 168 6 determined determine VERB alkej-849 168 7 normality normality NOUN alkej-849 168 8 , , PUNCT alkej-849 168 9 while while SCONJ alkej-849 168 10 levene levene NOUN alkej-849 168 11 's 's PART alkej-849 168 12 test test NOUN alkej-849 168 13 confirmed confirm VERB alkej-849 168 14 homoscedasticity homoscedasticity NOUN alkej-849 168 15 . . PUNCT alkej-849 169 1 thus thus ADV alkej-849 169 2 , , PUNCT alkej-849 169 3 spss spss PROPN alkej-849 169 4 22 22 NUM alkej-849 169 5 used use VERB alkej-849 169 6 two two NUM alkej-849 169 7 analysis analysis NOUN alkej-849 169 8 of of ADP alkej-849 169 9 variance variance NOUN alkej-849 169 10 ( ( PUNCT alkej-849 169 11 anova anova PROPN alkej-849 169 12 ) ) PUNCT alkej-849 169 13 sections section NOUN alkej-849 169 14 on on ADP alkej-849 169 15 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 169 16 , , PUNCT alkej-849 169 17 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› NOUN alkej-849 169 18 , , PUNCT alkej-849 169 19 and and CCONJ alkej-849 169 20 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 169 21 characteristics characteristic NOUN alkej-849 169 22 . . PUNCT alkej-849 170 1 each each DET alkej-849 170 2 segment segment NOUN alkej-849 170 3 had have VERB alkej-849 170 4 two two NUM alkej-849 170 5 independent independent ADJ alkej-849 170 6 variables variable NOUN alkej-849 170 7 ( ( PUNCT alkej-849 170 8 ivs ivs NOUN alkej-849 170 9 ): ): PUNCT alkej-849 170 10 the the DET alkej-849 170 11 subject subject ADJ alkej-849 170 12 groups group NOUN alkej-849 170 13 ( ( PUNCT alkej-849 170 14 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 170 15 subjects subject NOUN alkej-849 170 16 , , PUNCT alkej-849 170 17 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 170 18 , , PUNCT alkej-849 170 19 and and CCONJ alkej-849 170 20 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 170 21 patients patient NOUN alkej-849 170 22 ) ) PUNCT alkej-849 170 23 and and CCONJ alkej-849 170 24 the the DET alkej-849 170 25 five five NUM alkej-849 170 26 scalp scalp NOUN alkej-849 170 27 regions region NOUN alkej-849 170 28 ( ( PUNCT alkej-849 170 29 frontal frontal ADJ alkej-849 170 30 , , PUNCT alkej-849 170 31 temporal temporal ADJ alkej-849 170 32 , , PUNCT alkej-849 170 33 parietal parietal ADJ alkej-849 170 34 , , PUNCT alkej-849 170 35 occipital occipital ADJ alkej-849 170 36 , , PUNCT alkej-849 170 37 and and CCONJ alkej-849 170 38 central central ADJ alkej-849 170 39 ) ) PUNCT alkej-849 170 40 . . PUNCT alkej-849 171 1 one one NUM alkej-849 171 2 of of ADP alkej-849 171 3 the the DET alkej-849 171 4 former former ADJ alkej-849 171 5 attributes attribute NOUN alkej-849 171 6 was be AUX alkej-849 171 7 the the DET alkej-849 171 8 dependent dependent ADJ alkej-849 171 9 variable variable NOUN alkej-849 171 10 ( ( PUNCT alkej-849 171 11 dv dv PROPN alkej-849 171 12 ) ) PUNCT alkej-849 171 13 . . PUNCT alkej-849 172 1 all all DET alkej-849 172 2 statistical statistical ADJ alkej-849 172 3 tests test NOUN alkej-849 172 4 were be AUX alkej-849 172 5 significant significant ADJ alkej-849 172 6 at at ADP alkej-849 172 7 p p X alkej-849 172 8 < < X alkej-849 172 9 0.05 0.05 NUM alkej-849 172 10 . . PUNCT alkej-849 172 11 2.6 2.6 NUM alkej-849 172 12 dimensionality dimensionality NOUN alkej-849 172 13 reduction reduction NOUN alkej-849 172 14 using use VERB alkej-849 172 15 ๐…๐๐๐€๐๐‘ ๐…๐๐๐€๐๐‘ PROPN alkej-849 172 16 in in ADP alkej-849 172 17 order order NOUN alkej-849 172 18 to to PART alkej-849 172 19 maximize maximize VERB alkej-849 172 20 the the DET alkej-849 172 21 distance distance NOUN alkej-849 172 22 between between ADP alkej-849 172 23 the the DET alkej-849 172 24 centers center NOUN alkej-849 172 25 of of ADP alkej-849 172 26 various various ADJ alkej-849 172 27 classes class NOUN alkej-849 172 28 while while SCONJ alkej-849 172 29 minimizing minimize VERB alkej-849 172 30 the the DET alkej-849 172 31 distance distance NOUN alkej-849 172 32 between between ADP alkej-849 172 33 samples sample NOUN alkej-849 172 34 that that PRON alkej-849 172 35 belong belong VERB alkej-849 172 36 to to ADP alkej-849 172 37 the the DET alkej-849 172 38 same same ADJ alkej-849 172 39 class class NOUN alkej-849 172 40 , , PUNCT alkej-849 172 41 this this DET alkej-849 172 42 study study NOUN alkej-849 172 43 also also ADV alkej-849 172 44 used use VERB alkej-849 172 45 the the DET alkej-849 172 46 fuzzy fuzzy ADJ alkej-849 172 47 neighborhood neighborhood NOUN alkej-849 172 48 preserving preserve VERB alkej-849 172 49 analysis analysis NOUN alkej-849 172 50 with with ADP alkej-849 172 51 qr qr NOUN alkej-849 172 52 - - PUNCT alkej-849 172 53 decomposition decomposition NOUN alkej-849 172 54 ( ( PUNCT alkej-849 172 55 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 172 56 ) ) PUNCT alkej-849 172 57 dimensionality dimensionality NOUN alkej-849 172 58 reduction reduction NOUN alkej-849 172 59 technique technique NOUN alkej-849 172 60 [ [ X alkej-849 172 61 26 26 NUM alkej-849 172 62 ] ] PUNCT alkej-849 172 63 of of ADP alkej-849 172 64 khushaba khushaba PROPN alkej-849 172 65 et et PROPN alkej-849 172 66 al al PROPN alkej-849 173 1 [ [ X alkej-849 173 2 20 20 NUM alkej-849 173 3 ] ] PUNCT alkej-849 173 4 . . PUNCT alkej-849 174 1 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… PROPN alkej-849 174 2 maintains maintain VERB alkej-849 174 3 the the DET alkej-849 174 4 contribution contribution NOUN alkej-849 174 5 of of ADP alkej-849 174 6 samples sample NOUN alkej-849 174 7 to to ADP alkej-849 174 8 various various ADJ alkej-849 174 9 classes class NOUN alkej-849 174 10 in in ADP alkej-849 174 11 this this DET alkej-849 174 12 way way NOUN alkej-849 174 13 [ [ X alkej-849 174 14 26 26 NUM alkej-849 174 15 ] ] PUNCT alkej-849 174 16 . . PUNCT alkej-849 175 1 for for ADP alkej-849 175 2 the the DET alkej-849 175 3 first first ADJ alkej-849 175 4 time time NOUN alkej-849 175 5 , , PUNCT alkej-849 175 6 our our PRON alkej-849 175 7 study study NOUN alkej-849 175 8 used use VERB alkej-849 175 9 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… PROPN alkej-849 175 10 to to PART alkej-849 175 11 distinguish distinguish VERB alkej-849 175 12 between between ADP alkej-849 175 13 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 175 14 and and CCONJ alkej-849 175 15 demented demented ADJ alkej-849 175 16 participants participant NOUN alkej-849 175 17 during during ADP alkej-849 175 18 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 175 19 tasks task NOUN alkej-849 175 20 . . PUNCT alkej-849 176 1 the the DET alkej-849 176 2 matrix matrix NOUN alkej-849 176 3 ( ( PUNCT alkej-849 176 4 ๐บ๐น๐‘๐ท๐ด๐‘„๐‘… ๐บ๐น๐‘๐ท๐ด๐‘„๐‘… PROPN alkej-849 176 5 ) ) PUNCT alkej-849 176 6 was be AUX alkej-849 176 7 built build VERB alkej-849 176 8 from from ADP alkej-849 176 9 the the DET alkej-849 176 10 training training NOUN alkej-849 176 11 set set VERB alkej-849 176 12 to to PART alkej-849 176 13 project project VERB alkej-849 176 14 the the DET alkej-849 176 15 input input NOUN alkej-849 176 16 feature feature NOUN alkej-849 176 17 vector vector NOUN alkej-849 176 18 using use VERB alkej-849 176 19 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… NOUN alkej-849 176 20 . . PUNCT alkej-849 177 1 to to PART alkej-849 177 2 reduce reduce VERB alkej-849 177 3 dimensionality dimensionality NOUN alkej-849 177 4 , , PUNCT alkej-849 177 5 the the DET alkej-849 177 6 projection projection NOUN alkej-849 177 7 matrix matrix NOUN alkej-849 177 8 was be AUX alkej-849 177 9 multiplied multiply VERB alkej-849 177 10 by by ADP alkej-849 177 11 the the DET alkej-849 177 12 training training NOUN alkej-849 177 13 and and CCONJ alkej-849 177 14 testing testing NOUN alkej-849 177 15 sets set NOUN alkej-849 177 16 . . PUNCT alkej-849 178 1 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 178 2 projected project VERB alkej-849 178 3 training training NOUN alkej-849 178 4 data datum NOUN alkej-849 178 5 input input NOUN alkej-849 178 6 feature feature NOUN alkej-849 178 7 vector vector NOUN alkej-849 178 8 . . PUNCT alkej-849 179 1 projecting project VERB alkej-849 179 2 the the DET alkej-849 179 3 feature feature NOUN alkej-849 179 4 vector vector NOUN alkej-849 179 5 's 's PART alkej-849 179 6 testing testing NOUN alkej-849 179 7 set set NOUN alkej-849 179 8 requires require VERB alkej-849 179 9 merely merely ADV alkej-849 179 10 multiplying multiply VERB alkej-849 179 11 it it PRON alkej-849 179 12 by by ADP alkej-849 179 13 the the DET alkej-849 179 14 projection projection NOUN alkej-849 179 15 matrix matrix NOUN alkej-849 179 16 from from ADP alkej-849 179 17 the the DET alkej-849 179 18 training training NOUN alkej-849 179 19 data datum NOUN alkej-849 179 20 . . PUNCT alkej-849 180 1 figure figure NOUN alkej-849 180 2 2 2 NUM alkej-849 180 3 shows show VERB alkej-849 180 4 how how SCONJ alkej-849 180 5 the the DET alkej-849 180 6 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 180 7 feature feature NOUN alkej-849 180 8 projection projection NOUN alkej-849 180 9 calculates calculate VERB alkej-849 180 10 the the DET alkej-849 180 11 within within ADP alkej-849 180 12 - - PUNCT alkej-849 180 13 class class NOUN alkej-849 180 14 scatter scatter NOUN alkej-849 180 15 matrix matrix NOUN alkej-849 180 16 ( ( PUNCT alkej-849 180 17 ๐‘†๐‘Š ๐‘†๐‘Š PROPN alkej-849 180 18 ) ) PUNCT alkej-849 180 19 and and CCONJ alkej-849 180 20 between between ADP alkej-849 180 21 - - PUNCT alkej-849 180 22 class class NOUN alkej-849 180 23 scatter scatter NOUN alkej-849 180 24 matrix matrix NOUN alkej-849 180 25 ( ( PUNCT alkej-849 180 26 ๐‘†๐ต ๐‘†๐ต PROPN alkej-849 180 27 ) ) PUNCT alkej-849 180 28 . . PUNCT alkej-849 181 1 calculates calculate VERB alkej-849 181 2 the the DET alkej-849 181 3 within within ADP alkej-849 181 4 - - PUNCT alkej-849 181 5 class class NOUN alkej-849 181 6 scatter scatter NOUN alkej-849 181 7 matrix matrix NOUN alkej-849 181 8 ( ( PUNCT alkej-849 181 9 ๐‘†๐‘Š ๐‘†๐‘Š PROPN alkej-849 181 10 ) ) PUNCT alkej-849 181 11 and and CCONJ alkej-849 181 12 between between ADP alkej-849 181 13 - - PUNCT alkej-849 181 14 class class NOUN alkej-849 181 15 scatter scatter NOUN alkej-849 181 16 matrix matrix NOUN alkej-849 181 17 ( ( PUNCT alkej-849 181 18 ๐‘†๐ต ๐‘†๐ต PROPN alkej-849 181 19 ) ) PUNCT alkej-849 181 20 . . PUNCT alkej-849 182 1 noor noor PROPN alkej-849 182 2 k. k. PROPN alkej-849 182 3 al al PROPN alkej-849 182 4 - - PUNCT alkej-849 182 5 qazzaz qazzaz PROPN alkej-849 182 6 al al PROPN alkej-849 182 7 - - PUNCT alkej-849 182 8 khwarizmi khwarizmi PROPN alkej-849 182 9 engineering engineering NOUN alkej-849 182 10 journal journal PROPN alkej-849 182 11 , , PUNCT alkej-849 182 12 vol vol NOUN alkej-849 182 13 . . PROPN alkej-849 182 14 19 19 NUM alkej-849 182 15 , , PUNCT alkej-849 182 16 no no INTJ alkej-849 182 17 . . NOUN alkej-849 182 18 4 4 NUM alkej-849 182 19 , , PUNCT alkej-849 182 20 p.p p.p PROPN alkej-849 182 21 . . NOUN alkej-849 182 22 2941(2023 2941(2023 NUM alkej-849 182 23 ) ) PUNCT alkej-849 182 24 35 35 NUM alkej-849 182 25 fig fig NOUN alkej-849 182 26 . . PUNCT alkej-849 183 1 2 2 X alkej-849 183 2 . . X alkej-849 183 3 the the DET alkej-849 183 4 steps step NOUN alkej-849 183 5 of of ADP alkej-849 183 6 dimensionality dimensionality NOUN alkej-849 183 7 reduction reduction NOUN alkej-849 183 8 using use VERB alkej-849 183 9 ๐…๐๐๐€๐๐‘ ๐…๐๐๐€๐๐‘ PROPN alkej-849 183 10 in in ADP alkej-849 183 11 a a DET alkej-849 183 12 comparative comparative ADJ alkej-849 183 13 study study NOUN alkej-849 183 14 , , PUNCT alkej-849 183 15 the the DET alkej-849 183 16 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 183 17 dimensionality dimensionality NOUN alkej-849 183 18 reduction reduction NOUN alkej-849 183 19 approach approach NOUN alkej-849 183 20 and and CCONJ alkej-849 183 21 ๐‘˜ ๐‘˜ DET alkej-849 183 22 nn nn PROPN alkej-849 183 23 classifier classifier NOUN alkej-849 183 24 were be AUX alkej-849 183 25 used use VERB alkej-849 183 26 to to PART alkej-849 183 27 identify identify VERB alkej-849 183 28 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 183 29 , , PUNCT alkej-849 183 30 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 183 31 , , PUNCT alkej-849 183 32 and and CCONJ alkej-849 183 33 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 183 34 subjects subject NOUN alkej-849 183 35 [ [ X alkej-849 183 36 5 5 NUM alkej-849 183 37 ] ] PUNCT alkej-849 183 38 . . PUNCT alkej-849 184 1 2.7 2.7 NUM alkej-849 184 2 channel channel NOUN alkej-849 184 3 selection selection NOUN alkej-849 184 4 using use VERB alkej-849 184 5 ๐ˆ๐๐†๐’๐€ ๐ˆ๐๐†๐’๐€ PROPN alkej-849 184 6 the the DET alkej-849 184 7 most most ADV alkej-849 184 8 effective effective ADJ alkej-849 184 9 channels channel NOUN alkej-849 184 10 have have AUX alkej-849 184 11 been be AUX alkej-849 184 12 found find VERB alkej-849 184 13 , , PUNCT alkej-849 184 14 and and CCONJ alkej-849 184 15 the the DET alkej-849 184 16 amount amount NOUN alkej-849 184 17 of of ADP alkej-849 184 18 information information NOUN alkej-849 184 19 has have AUX alkej-849 184 20 been be AUX alkej-849 184 21 decreased decrease VERB alkej-849 184 22 , , PUNCT alkej-849 184 23 using use VERB alkej-849 184 24 the the DET alkej-849 184 25 improved improved ADJ alkej-849 184 26 binary binary ADJ alkej-849 184 27 gravitation gravitation NOUN alkej-849 184 28 search search NOUN alkej-849 184 29 algorithm algorithm NOUN alkej-849 184 30 ( ( PUNCT alkej-849 184 31 ๐ผ๐ต๐บ๐‘†๐ด ๐ผ๐ต๐บ๐‘†๐ด PROPN alkej-849 184 32 ) ) PUNCT alkej-849 184 33 optimization optimization NOUN alkej-849 184 34 algorithm algorithm NOUN alkej-849 185 1 [ [ X alkej-849 185 2 25 25 NUM alkej-849 185 3 , , PUNCT alkej-849 185 4 42 42 NUM alkej-849 185 5 ] ] PUNCT alkej-849 185 6 . . PUNCT alkej-849 186 1 ๐บ๐‘†๐ด ๐บ๐‘†๐ด NOUN alkej-849 186 2 is be AUX alkej-849 186 3 a a DET alkej-849 186 4 powerful powerful ADJ alkej-849 186 5 optimization optimization NOUN alkej-849 186 6 technique technique NOUN alkej-849 186 7 that that PRON alkej-849 186 8 was be AUX alkej-849 186 9 first first ADV alkej-849 186 10 proposed propose VERB alkej-849 186 11 in in ADP alkej-849 186 12 [ [ X alkej-849 186 13 43 43 NUM alkej-849 186 14 ] ] PUNCT alkej-849 186 15 . . PUNCT alkej-849 187 1 for for ADP alkej-849 187 2 use use NOUN alkej-849 187 3 in in ADP alkej-849 187 4 addressing address VERB alkej-849 187 5 binary binary ADJ alkej-849 187 6 - - PUNCT alkej-849 187 7 valued value VERB alkej-849 187 8 problems problem NOUN alkej-849 187 9 . . PUNCT alkej-849 188 1 it it PRON alkej-849 188 2 was be AUX alkej-849 188 3 created create VERB alkej-849 188 4 based base VERB alkej-849 188 5 on on ADP alkej-849 188 6 the the DET alkej-849 188 7 newtonian newtonian ADJ alkej-849 188 8 laws law NOUN alkej-849 188 9 of of ADP alkej-849 188 10 gravity gravity NOUN alkej-849 188 11 and and CCONJ alkej-849 188 12 motion motion NOUN alkej-849 188 13 . . PUNCT alkej-849 189 1 ๐‘ ๐‘ NOUN alkej-849 189 2 objects object NOUN alkej-849 189 3 ( ( PUNCT alkej-849 189 4 agents agent NOUN alkej-849 189 5 ) ) PUNCT alkej-849 189 6 are be AUX alkej-849 189 7 defined define VERB alkej-849 189 8 for for ADP alkej-849 189 9 the the DET alkej-849 189 10 ๐ผ๐ต๐บ๐‘†๐ด ๐ผ๐ต๐บ๐‘†๐ด ADJ alkej-849 189 11 algorithm algorithm NOUN alkej-849 189 12 to to PART alkej-849 189 13 determine determine VERB alkej-849 189 14 the the DET alkej-849 189 15 best good ADJ alkej-849 189 16 eeg eeg NOUN alkej-849 189 17 channels channel NOUN alkej-849 189 18 . . PUNCT alkej-849 190 1 the the DET alkej-849 190 2 population population NOUN alkej-849 190 3 starts start VERB alkej-849 190 4 out out ADP alkej-849 190 5 with with ADP alkej-849 190 6 this this DET alkej-849 190 7 collection collection NOUN alkej-849 190 8 of of ADP alkej-849 190 9 things thing NOUN alkej-849 190 10 . . PUNCT alkej-849 191 1 each each DET alkej-849 191 2 object object NOUN alkej-849 191 3 in in ADP alkej-849 191 4 this this DET alkej-849 191 5 study study NOUN alkej-849 191 6 is be AUX alkej-849 191 7 regarded regard VERB alkej-849 191 8 as as ADP alkej-849 191 9 a a DET alkej-849 191 10 binary binary ADJ alkej-849 191 11 vector vector NOUN alkej-849 191 12 with with ADP alkej-849 191 13 a a DET alkej-849 191 14 dimension dimension NOUN alkej-849 191 15 of of ADP alkej-849 191 16 19 19 NUM alkej-849 191 17 . . PUNCT alkej-849 192 1 the the DET alkej-849 192 2 number number NOUN alkej-849 192 3 of of ADP alkej-849 192 4 eeg eeg NOUN alkej-849 192 5 channels channel NOUN alkej-849 192 6 is be AUX alkej-849 192 7 the the DET alkej-849 192 8 same same ADJ alkej-849 192 9 as as ADP alkej-849 192 10 the the DET alkej-849 192 11 dimension dimension NOUN alkej-849 192 12 that that PRON alkej-849 192 13 was be AUX alkej-849 192 14 given give VERB alkej-849 192 15 . . PUNCT alkej-849 193 1 the the DET alkej-849 193 2 following follow VERB alkej-849 193 3 vector vector NOUN alkej-849 193 4 can can AUX alkej-849 193 5 be be AUX alkej-849 193 6 regarded regard VERB alkej-849 193 7 as as ADP alkej-849 193 8 the the DET alkej-849 193 9 ๐‘–๐‘กโ„Ž ๐‘–๐‘กโ„Ž NOUN alkej-849 193 10 object object NOUN alkej-849 193 11 . . PUNCT alkej-849 194 1 finding find VERB alkej-849 194 2 the the DET alkej-849 194 3 item item NOUN alkej-849 194 4 that that PRON alkej-849 194 5 gives give VERB alkej-849 194 6 the the DET alkej-849 194 7 best good ADJ alkej-849 194 8 fitness fitness NOUN alkej-849 194 9 value value NOUN alkej-849 194 10 is be AUX alkej-849 194 11 the the DET alkej-849 194 12 main main ADJ alkej-849 194 13 objective objective NOUN alkej-849 194 14 . . PUNCT alkej-849 195 1 equation equation NOUN alkej-849 195 2 7 7 NUM alkej-849 195 3 [ [ SYM alkej-849 195 4 44 44 NUM alkej-849 195 5 ] ] PUNCT alkej-849 195 6 can can AUX alkej-849 195 7 be be AUX alkej-849 195 8 used use VERB alkej-849 195 9 to to PART alkej-849 195 10 calculate calculate VERB alkej-849 195 11 the the DET alkej-849 195 12 classification classification NOUN alkej-849 195 13 accuracies accuracy NOUN alkej-849 195 14 for for ADP alkej-849 195 15 each each DET alkej-849 195 16 set set NOUN alkej-849 195 17 of of ADP alkej-849 195 18 eeg eeg NOUN alkej-849 195 19 channels channel NOUN alkej-849 195 20 , , PUNCT alkej-849 195 21 which which PRON alkej-849 195 22 are be AUX alkej-849 195 23 used use VERB alkej-849 195 24 in in ADP alkej-849 195 25 this this DET alkej-849 195 26 work work NOUN alkej-849 195 27 to to PART alkej-849 195 28 determine determine VERB alkej-849 195 29 the the DET alkej-849 195 30 ๐‘“๐‘–๐‘ก๐‘›๐‘’๐‘ ๐‘  ๐‘“๐‘–๐‘ก๐‘›๐‘’๐‘ ๐‘  ADJ alkej-849 195 31 values value NOUN alkej-849 195 32 for for ADP alkej-849 195 33 the the DET alkej-849 195 34 objects object NOUN alkej-849 195 35 : : PUNCT alkej-849 195 36 ๐‘“๐‘–๐‘ก๐‘– ๐‘“๐‘–๐‘ก๐‘– NOUN alkej-849 195 37 = = SYM alkej-849 195 38 ๐œ”1 ๐œ”1 ADJ alkej-849 195 39 ร— ร— NOUN alkej-849 195 40 ๐‘Ž๐‘๐‘๐‘ข๐‘– ๐‘Ž๐‘๐‘๐‘ข๐‘– NOUN alkej-849 195 41 + + CCONJ alkej-849 195 42 ๐œ”2 ๐œ”2 ADJ alkej-849 195 43 ร— ร— NOUN alkej-849 196 1 [ [ X alkej-849 196 2 1 1 NUM alkej-849 196 3 โˆ’ โˆ’ NOUN alkej-849 196 4 โˆ‘ โˆ‘ PUNCT alkej-849 196 5 ๐‘“๐‘— ๐‘“๐‘— PROPN alkej-849 196 6 ๐‘ ๐‘ PROPN alkej-849 196 7 ๐‘—=1 ๐‘—=1 PROPN alkej-849 196 8 ๐‘ ๐‘ PROPN alkej-849 196 9 ] ] PUNCT alkej-849 196 10 . . PUNCT alkej-849 196 11 . . PUNCT alkej-849 196 12 . . PUNCT alkej-849 197 1 ( ( PUNCT alkej-849 197 2 7 7 X alkej-849 197 3 ) ) PUNCT alkej-849 197 4 where where SCONJ alkej-849 197 5 ๐œ”1 ๐œ”1 ADJ alkej-849 197 6 , , PUNCT alkej-849 197 7 ๐œ”2 ๐œ”2 PROPN alkej-849 197 8 are be AUX alkej-849 197 9 predefined predefine VERB alkej-849 197 10 weight weight NOUN alkej-849 197 11 factors factor NOUN alkej-849 197 12 , , PUNCT alkej-849 197 13 ๐œ”1 ๐œ”1 PROPN alkej-849 197 14 is be AUX alkej-849 197 15 the the DET alkej-849 197 16 weight weight NOUN alkej-849 197 17 factor factor NOUN alkej-849 197 18 for for ADP alkej-849 197 19 the the DET alkej-849 197 20 classification classification NOUN alkej-849 197 21 accuracy accuracy NOUN alkej-849 197 22 of of ADP alkej-849 197 23 the the DET alkej-849 197 24 ๐‘˜ ๐‘˜ PROPN alkej-849 197 25 nn nn PROPN alkej-849 197 26 classifiers classifier NOUN alkej-849 197 27 respectively respectively ADV alkej-849 197 28 determined determine VERB alkej-849 197 29 by by ADP alkej-849 197 30 the the DET alkej-849 197 31 10 10 NUM alkej-849 197 32 - - ADJ alkej-849 197 33 fold fold ADJ alkej-849 197 34 cross cross NOUN alkej-849 197 35 - - NOUN alkej-849 197 36 validation validation ADJ alkej-849 197 37 ( ( PUNCT alkej-849 197 38 ๐ถ๐‘‰ ๐ถ๐‘‰ PROPN alkej-849 197 39 ) ) PUNCT alkej-849 197 40 method method NOUN alkej-849 197 41 ; ; PUNCT alkej-849 197 42 ๐‘Ž๐‘๐‘๐‘ข๐‘– ๐‘Ž๐‘๐‘๐‘ข๐‘– PROPN alkej-849 197 43 is be AUX alkej-849 197 44 the the DET alkej-849 197 45 1 1 NUM alkej-849 197 46 - - PUNCT alkej-849 197 47 nn nn ADJ alkej-849 197 48 classification classification NOUN alkej-849 197 49 accuracy accuracy NOUN alkej-849 197 50 ; ; PUNCT alkej-849 197 51 ๐œ”2 ๐œ”2 PROPN alkej-849 197 52 is be AUX alkej-849 197 53 the the DET alkej-849 197 54 weight weight NOUN alkej-849 197 55 factor factor NOUN alkej-849 197 56 for for ADP alkej-849 197 57 the the DET alkej-849 197 58 number number NOUN alkej-849 197 59 of of ADP alkej-849 197 60 selected select VERB alkej-849 197 61 features feature NOUN alkej-849 197 62 and and CCONJ alkej-849 197 63 ๐‘“๐‘— ๐‘“๐‘— NOUN alkej-849 197 64 is be AUX alkej-849 197 65 the the DET alkej-849 197 66 value value NOUN alkej-849 197 67 of of ADP alkej-849 197 68 the the DET alkej-849 197 69 feature feature NOUN alkej-849 197 70 mask mask NOUN alkej-849 197 71 . . PUNCT alkej-849 198 1 if if SCONJ alkej-849 198 2 precision precision NOUN alkej-849 198 3 is be AUX alkej-849 198 4 the the DET alkej-849 198 5 most most ADV alkej-849 198 6 crucial crucial ADJ alkej-849 198 7 factor factor NOUN alkej-849 198 8 , , PUNCT alkej-849 198 9 the the DET alkej-849 198 10 ๐‘ค๐‘’๐‘–๐‘”โ„Ž๐‘ก ๐‘ค๐‘’๐‘–๐‘”โ„Ž๐‘ก NOUN alkej-849 198 11 factor factor NOUN alkej-849 198 12 might might AUX alkej-849 198 13 be be AUX alkej-849 198 14 increased increase VERB alkej-849 198 15 to to ADP alkej-849 198 16 a a DET alkej-849 198 17 high high ADJ alkej-849 198 18 amount amount NOUN alkej-849 198 19 ( ( PUNCT alkej-849 198 20 such such ADJ alkej-849 198 21 as as ADP alkej-849 198 22 100 100 NUM alkej-849 198 23 % % NOUN alkej-849 198 24 ) ) PUNCT alkej-849 198 25 . . PUNCT alkej-849 199 1 the the DET alkej-849 199 2 position position NOUN alkej-849 199 3 of of ADP alkej-849 199 4 the the DET alkej-849 199 5 object object NOUN alkej-849 199 6 with with ADP alkej-849 199 7 a a DET alkej-849 199 8 high high ADJ alkej-849 199 9 fitness fitness NOUN alkej-849 199 10 value value NOUN alkej-849 199 11 should should AUX alkej-849 199 12 be be AUX alkej-849 199 13 set set VERB alkej-849 199 14 suitably suitably ADV alkej-849 199 15 since since SCONJ alkej-849 199 16 it it PRON alkej-849 199 17 has have VERB alkej-849 199 18 a a DET alkej-849 199 19 high high ADJ alkej-849 199 20 likelihood likelihood NOUN alkej-849 199 21 of of ADP alkej-849 199 22 influencing influence VERB alkej-849 199 23 the the DET alkej-849 199 24 positions position NOUN alkej-849 199 25 of of ADP alkej-849 199 26 the the DET alkej-849 199 27 other other ADJ alkej-849 199 28 objects object NOUN alkej-849 199 29 in in ADP alkej-849 199 30 the the DET alkej-849 199 31 following follow VERB alkej-849 199 32 iteration iteration NOUN alkej-849 199 33 [ [ X alkej-849 199 34 14,15 14,15 NUM alkej-849 199 35 ] ] PUNCT alkej-849 199 36 . . PUNCT alkej-849 200 1 equation equation NOUN alkej-849 200 2 8 8 NUM alkej-849 200 3 yields yield VERB alkej-849 200 4 the the DET alkej-849 200 5 ๐‘Ž๐‘๐‘๐‘ข๐‘– ๐‘Ž๐‘๐‘๐‘ข๐‘– NOUN alkej-849 200 6 , , PUNCT alkej-849 200 7 where where SCONJ alkej-849 200 8 corr corr PROPN alkej-849 200 9 is be AUX alkej-849 200 10 the the DET alkej-849 200 11 number number NOUN alkej-849 200 12 of of ADP alkej-849 200 13 cases case NOUN alkej-849 200 14 that that PRON alkej-849 200 15 were be AUX alkej-849 200 16 properly properly ADV alkej-849 200 17 classified classified ADJ alkej-849 200 18 and and CCONJ alkej-849 200 19 incorr incorr ADJ alkej-849 200 20 is be AUX alkej-849 200 21 the the DET alkej-849 200 22 number number NOUN alkej-849 200 23 of of ADP alkej-849 200 24 examples example NOUN alkej-849 200 25 that that PRON alkej-849 200 26 were be AUX alkej-849 200 27 classified classify VERB alkej-849 200 28 wrongly wrongly ADV alkej-849 200 29 [ [ X alkej-849 200 30 44 44 NUM alkej-849 200 31 ] ] X alkej-849 200 32 : : PUNCT alkej-849 200 33 ๐‘Ž๐‘๐‘๐‘ข๐‘– ๐‘Ž๐‘๐‘๐‘ข๐‘– PROPN alkej-849 200 34 = = PROPN alkej-849 200 35 ๐‘๐‘œ๐‘Ÿ๐‘Ÿ ๐‘๐‘œ๐‘Ÿ๐‘Ÿ NOUN alkej-849 200 36 ๐‘๐‘œ๐‘Ÿ๐‘Ÿ+๐‘–๐‘›๐‘๐‘œ๐‘Ÿ๐‘Ÿ ๐‘๐‘œ๐‘Ÿ๐‘Ÿ+๐‘–๐‘›๐‘๐‘œ๐‘Ÿ๐‘Ÿ PROPN alkej-849 200 37 ร— ร— NOUN alkej-849 200 38 100 100 NUM alkej-849 200 39 % % NOUN alkej-849 200 40 โ€ฆ โ€ฆ PUNCT alkej-849 200 41 ( ( PUNCT alkej-849 200 42 8) 8) NUM alkej-849 200 43 the the DET alkej-849 200 44 ibgsa ibgsa ADJ alkej-849 200 45 algorithm algorithm NOUN alkej-849 200 46 selects select VERB alkej-849 200 47 the the DET alkej-849 200 48 most most ADV alkej-849 200 49 informative informative ADJ alkej-849 200 50 eeg eeg NOUN alkej-849 200 51 channels channel NOUN alkej-849 200 52 for for ADP alkej-849 200 53 classification classification NOUN alkej-849 200 54 . . PUNCT alkej-849 201 1 the the DET alkej-849 201 2 method method NOUN alkej-849 201 3 selects select VERB alkej-849 201 4 the the DET alkej-849 201 5 optimal optimal ADJ alkej-849 201 6 eeg eeg PROPN alkej-849 201 7 channel channel NOUN alkej-849 201 8 subset subset VERB alkej-849 201 9 for for ADP alkej-849 201 10 classification classification NOUN alkej-849 201 11 . . PUNCT alkej-849 202 1 the the DET alkej-849 202 2 technique technique NOUN alkej-849 202 3 optimizes optimize VERB alkej-849 202 4 channel channel NOUN alkej-849 202 5 selection selection NOUN alkej-849 202 6 to to PART alkej-849 202 7 increase increase VERB alkej-849 202 8 eeg eeg NOUN alkej-849 202 9 - - PUNCT alkej-849 202 10 based base VERB alkej-849 202 11 classification classification NOUN alkej-849 202 12 accuracy accuracy NOUN alkej-849 202 13 and and CCONJ alkej-849 202 14 efficiency efficiency NOUN alkej-849 202 15 [ [ X alkej-849 202 16 43 43 NUM alkej-849 202 17 ] ] PUNCT alkej-849 202 18 . . PUNCT alkej-849 203 1 2.8 2.8 NUM alkej-849 203 2 dementia dementia NOUN alkej-849 203 3 classification classification NOUN alkej-849 203 4 techniques technique NOUN alkej-849 203 5 the the DET alkej-849 203 6 eeg eeg NOUN alkej-849 203 7 signals signal NOUN alkej-849 203 8 were be AUX alkej-849 203 9 divided divide VERB alkej-849 203 10 into into ADP alkej-849 203 11 ( ( PUNCT alkej-849 203 12 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 203 13 , , PUNCT alkej-849 203 14 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 203 15 , , PUNCT alkej-849 203 16 and and CCONJ alkej-849 203 17 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 203 18 ) ) PUNCT alkej-849 203 19 using use VERB alkej-849 203 20 a a DET alkej-849 203 21 ๐‘˜nn ๐‘˜nn NOUN alkej-849 203 22 classifier classifier NOUN alkej-849 203 23 . . PUNCT alkej-849 204 1 the the DET alkej-849 204 2 patients patient NOUN alkej-849 204 3 with with ADP alkej-849 204 4 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 204 5 made make VERB alkej-849 204 6 up up ADP alkej-849 204 7 a a DET alkej-849 204 8 statistically statistically ADV alkej-849 204 9 significant significant ADJ alkej-849 204 10 minority minority NOUN alkej-849 204 11 in in ADP alkej-849 204 12 this this DET alkej-849 204 13 analysis analysis NOUN alkej-849 204 14 . . PUNCT alkej-849 205 1 to to PART alkej-849 205 2 address address VERB alkej-849 205 3 the the DET alkej-849 205 4 discrepancy discrepancy NOUN alkej-849 205 5 , , PUNCT alkej-849 205 6 the the DET alkej-849 205 7 researchers researcher NOUN alkej-849 205 8 used use VERB alkej-849 205 9 a a DET alkej-849 205 10 synthetic synthetic ADJ alkej-849 205 11 oversampling oversample VERB alkej-849 205 12 technique technique NOUN alkej-849 205 13 ( ( PUNCT alkej-849 205 14 smote smote NOUN alkej-849 205 15 ) ) PUNCT alkej-849 206 1 [ [ X alkej-849 206 2 45 45 NUM alkej-849 206 3 ] ] PUNCT alkej-849 206 4 . . PUNCT alkej-849 207 1 to to PART alkej-849 207 2 prevent prevent VERB alkej-849 207 3 overfitting overfitting NOUN alkej-849 207 4 and and CCONJ alkej-849 207 5 bias bias NOUN alkej-849 207 6 in in ADP alkej-849 207 7 the the DET alkej-849 207 8 classification classification NOUN alkej-849 207 9 analysis analysis NOUN alkej-849 207 10 , , PUNCT alkej-849 207 11 the the DET alkej-849 207 12 classifier classifier NOUN alkej-849 207 13 parameters parameter NOUN alkej-849 207 14 and and CCONJ alkej-849 207 15 the the DET alkej-849 207 16 percentage percentage NOUN alkej-849 207 17 of of ADP alkej-849 207 18 oversampling oversampling NOUN alkej-849 207 19 were be AUX alkej-849 207 20 evaluated evaluate VERB alkej-849 207 21 by by ADP alkej-849 207 22 10 10 NUM alkej-849 207 23 - - ADJ alkej-849 207 24 fold fold ADJ alkej-849 207 25 cross cross NOUN alkej-849 207 26 - - NOUN alkej-849 207 27 validation validation NOUN alkej-849 207 28 with with ADP alkej-849 207 29 a a DET alkej-849 207 30 grid grid NOUN alkej-849 207 31 search search NOUN alkej-849 207 32 approach approach NOUN alkej-849 207 33 [ [ X alkej-849 207 34 46 46 NUM alkej-849 207 35 ] ] PUNCT alkej-849 207 36 . . PUNCT alkej-849 208 1 the the DET alkej-849 208 2 provided provide VERB alkej-849 208 3 data datum NOUN alkej-849 208 4 set set VERB alkej-849 208 5 was be AUX alkej-849 208 6 partitioned partition VERB alkej-849 208 7 into into ADP alkej-849 208 8 ten ten NUM alkej-849 208 9 independent independent ADJ alkej-849 208 10 samples sample NOUN alkej-849 208 11 of of ADP alkej-849 208 12 similar similar ADJ alkej-849 208 13 size size NOUN alkej-849 208 14 . . PUNCT alkej-849 209 1 only only ADV alkej-849 209 2 one one NUM alkej-849 209 3 of of ADP alkej-849 209 4 these these DET alkej-849 209 5 groups group NOUN alkej-849 209 6 was be AUX alkej-849 209 7 utilized utilize VERB alkej-849 209 8 to to PART alkej-849 209 9 train train VERB alkej-849 209 10 the the DET alkej-849 209 11 classifier classifier NOUN alkej-849 209 12 , , PUNCT alkej-849 209 13 while while SCONJ alkej-849 209 14 the the DET alkej-849 209 15 other other ADJ alkej-849 209 16 nine nine NUM alkej-849 209 17 were be AUX alkej-849 209 18 used use VERB alkej-849 209 19 as as ADP alkej-849 209 20 the the DET alkej-849 209 21 test test NOUN alkej-849 209 22 set set VERB alkej-849 209 23 . . PUNCT alkej-849 210 1 ten ten NUM alkej-849 210 2 iterations iteration NOUN alkej-849 210 3 of of ADP alkej-849 210 4 this this DET alkej-849 210 5 process process NOUN alkej-849 210 6 yielded yield VERB alkej-849 210 7 ten ten NUM alkej-849 210 8 reliable reliable ADJ alkej-849 210 9 results result NOUN alkej-849 210 10 . . PUNCT alkej-849 211 1 the the DET alkej-849 211 2 10 10 NUM alkej-849 211 3 - - ADJ alkej-849 211 4 fold fold ADJ alkej-849 211 5 cv cv ADJ alkej-849 211 6 accuracy accuracy NOUN alkej-849 211 7 of of ADP alkej-849 211 8 this this DET alkej-849 211 9 dataset dataset NOUN alkej-849 211 10 was be AUX alkej-849 211 11 calculated calculate VERB alkej-849 211 12 as as ADP alkej-849 211 13 the the DET alkej-849 211 14 mean mean NOUN alkej-849 211 15 of of ADP alkej-849 211 16 these these DET alkej-849 211 17 accuracies accuracy NOUN alkej-849 211 18 [ [ X alkej-849 211 19 47 47 NUM alkej-849 211 20 ] ] PUNCT alkej-849 211 21 . . PUNCT alkej-849 212 1 since since SCONJ alkej-849 212 2 smote smote ADJ alkej-849 212 3 modifies modify VERB alkej-849 212 4 the the DET alkej-849 212 5 dataset dataset NOUN alkej-849 212 6 , , PUNCT alkej-849 212 7 the the DET alkej-849 212 8 oversampling oversampling NOUN alkej-849 212 9 was be AUX alkej-849 212 10 incorporated incorporate VERB alkej-849 212 11 into into ADP alkej-849 212 12 the the DET alkej-849 212 13 settings setting NOUN alkej-849 212 14 . . PUNCT alkej-849 213 1 because because SCONJ alkej-849 213 2 of of ADP alkej-849 213 3 this this PRON alkej-849 213 4 , , PUNCT alkej-849 213 5 it it PRON alkej-849 213 6 is be AUX alkej-849 213 7 possible possible ADJ alkej-849 213 8 that that SCONJ alkej-849 213 9 the the DET alkej-849 213 10 parameters parameter NOUN alkej-849 213 11 discovered discover VERB alkej-849 213 12 with with ADP alkej-849 213 13 varying vary VERB alkej-849 213 14 amounts amount NOUN alkej-849 213 15 of of ADP alkej-849 213 16 smote smote NOUN alkej-849 213 17 are be AUX alkej-849 213 18 not not PART alkej-849 213 19 equivalent equivalent ADJ alkej-849 213 20 . . PUNCT alkej-849 214 1 when when SCONJ alkej-849 214 2 using use VERB alkej-849 214 3 the the DET alkej-849 214 4 smote smote NOUN alkej-849 214 5 to to PART alkej-849 214 6 normalize normalize VERB alkej-849 214 7 the the DET alkej-849 214 8 class class NOUN alkej-849 214 9 frequencies frequency NOUN alkej-849 214 10 , , PUNCT alkej-849 214 11 we we PRON alkej-849 214 12 solely solely ADV alkej-849 214 13 considered consider VERB alkej-849 214 14 the the DET alkej-849 214 15 training training NOUN alkej-849 214 16 set set NOUN alkej-849 214 17 [ [ X alkej-849 214 18 48 48 NUM alkej-849 214 19 , , PUNCT alkej-849 214 20 49 49 NUM alkej-849 214 21 ] ] PUNCT alkej-849 214 22 . . PUNCT alkej-849 215 1 the the DET alkej-849 215 2 classifier classifier NOUN alkej-849 215 3 in in ADP alkej-849 215 4 this this DET alkej-849 215 5 study study NOUN alkej-849 215 6 was be AUX alkej-849 215 7 trained train VERB alkej-849 215 8 to to PART alkej-849 215 9 find find VERB alkej-849 215 10 the the DET alkej-849 215 11 best good ADJ alkej-849 215 12 value value NOUN alkej-849 215 13 of of ADP alkej-849 215 14 k k NOUN alkej-849 215 15 , , PUNCT alkej-849 215 16 which which PRON alkej-849 215 17 was be AUX alkej-849 215 18 discovered discover VERB alkej-849 215 19 to to PART alkej-849 215 20 be be AUX alkej-849 215 21 k k NOUN alkej-849 215 22 = = SYM alkej-849 215 23 5 5 NUM alkej-849 215 24 , , PUNCT alkej-849 215 25 and and CCONJ alkej-849 215 26 to to PART alkej-849 215 27 increase increase VERB alkej-849 215 28 classification classification NOUN alkej-849 215 29 accuracy accuracy NOUN alkej-849 215 30 . . PUNCT alkej-849 216 1 each each DET alkej-849 216 2 trial trial NOUN alkej-849 216 3 has have AUX alkej-849 216 4 been be AUX alkej-849 216 5 classified classify VERB alkej-849 216 6 by by ADP alkej-849 216 7 ๐‘˜nn ๐‘˜nn NOUN alkej-849 216 8 using use VERB alkej-849 216 9 the the DET alkej-849 216 10 euclidean euclidean ADJ alkej-849 216 11 distance distance NOUN alkej-849 216 12 as as ADP alkej-849 216 13 a a DET alkej-849 216 14 similarity similarity NOUN alkej-849 216 15 metric metric ADJ alkej-849 216 16 . . PUNCT alkej-849 217 1 after after ADP alkej-849 217 2 selecting select VERB alkej-849 217 3 the the DET alkej-849 217 4 optimal optimal ADJ alkej-849 217 5 eeg eeg NOUN alkej-849 217 6 channels channel NOUN alkej-849 217 7 , , PUNCT alkej-849 217 8 the the DET alkej-849 217 9 ๐‘˜nn ๐‘˜nn NOUN alkej-849 217 10 algorithm algorithm PROPN alkej-849 217 11 classifies classify VERB alkej-849 217 12 background background NOUN alkej-849 217 13 signals signal NOUN alkej-849 217 14 from from ADP alkej-849 217 15 symptomatic symptomatic ADJ alkej-849 217 16 and and CCONJ alkej-849 217 17 asymptomatic asymptomatic ADJ alkej-849 217 18 instances instance NOUN alkej-849 217 19 using use VERB alkej-849 217 20 entropy entropy NOUN alkej-849 217 21 . . PUNCT alkej-849 218 1 ๐‘˜ ๐‘˜ PRON alkej-849 218 2 nn nn PROPN alkej-849 218 3 uses use VERB alkej-849 218 4 labeled label VERB alkej-849 218 5 training training NOUN alkej-849 218 6 samples sample NOUN alkej-849 218 7 to to PART alkej-849 218 8 classify classify VERB alkej-849 218 9 data datum NOUN alkej-849 218 10 points point NOUN alkej-849 218 11 . . PUNCT alkej-849 219 1 eeg eeg PROPN alkej-849 219 2 signal signal PROPN alkej-849 219 3 entropy entropy NOUN alkej-849 219 4 measures measure NOUN alkej-849 219 5 randomness randomness NOUN alkej-849 219 6 or or CCONJ alkej-849 219 7 chaos chaos NOUN alkej-849 219 8 . . PUNCT alkej-849 220 1 the the DET alkej-849 220 2 ๐‘˜nn ๐‘˜nn NOUN alkej-849 220 3 method method NOUN alkej-849 220 4 classifies classify VERB alkej-849 220 5 symptomatic symptomatic ADJ alkej-849 220 6 and and CCONJ alkej-849 220 7 asymptomatic asymptomatic ADJ alkej-849 220 8 cases case NOUN alkej-849 220 9 based base VERB alkej-849 220 10 on on ADP alkej-849 220 11 their their PRON alkej-849 220 12 resemblance resemblance NOUN alkej-849 220 13 to to ADP alkej-849 220 14 training training NOUN alkej-849 220 15 samples sample NOUN alkej-849 220 16 by by ADP alkej-849 220 17 computing compute VERB alkej-849 220 18 the the DET alkej-849 220 19 entropy entropy NOUN alkej-849 220 20 of of ADP alkej-849 220 21 chosen choose VERB alkej-849 220 22 eeg eeg NOUN alkej-849 220 23 channels channel NOUN alkej-849 220 24 [ [ X alkej-849 220 25 50 50 NUM alkej-849 220 26 ] ] PUNCT alkej-849 220 27 . . PUNCT alkej-849 221 1 3 3 X alkej-849 221 2 . . NOUN alkej-849 221 3 results result NOUN alkej-849 221 4 and and CCONJ alkej-849 221 5 discussion discussion NOUN alkej-849 221 6 3.1 3.1 NUM alkej-849 221 7 results result NOUN alkej-849 221 8 of of ADP alkej-849 221 9 preprocessing preprocesse VERB alkej-849 221 10 stage stage NOUN alkej-849 221 11 figure figure NOUN alkej-849 221 12 3 3 NUM alkej-849 221 13 depicts depict VERB alkej-849 221 14 the the DET alkej-849 221 15 denoised denoise VERB alkej-849 221 16 eeg eeg NOUN alkej-849 221 17 signals signal NOUN alkej-849 221 18 produced produce VERB alkej-849 221 19 by by ADP alkej-849 221 20 the the DET alkej-849 221 21 wt wt NOUN alkej-849 221 22 method method NOUN alkej-849 221 23 . . PUNCT alkej-849 222 1 due due ADP alkej-849 222 2 to to ADP alkej-849 222 3 the the DET alkej-849 222 4 heterogeneity heterogeneity NOUN alkej-849 222 5 of of ADP alkej-849 222 6 eeg eeg NOUN alkej-849 222 7 artifacts artifact NOUN alkej-849 222 8 , , PUNCT alkej-849 222 9 wt wt PROPN alkej-849 222 10 has have AUX alkej-849 222 11 been be AUX alkej-849 222 12 noor noor PROPN alkej-849 222 13 k. k. PROPN alkej-849 223 1 al al PROPN alkej-849 223 2 - - PUNCT alkej-849 223 3 qazzaz qazzaz PROPN alkej-849 223 4 al al PROPN alkej-849 223 5 - - PUNCT alkej-849 223 6 khwarizmi khwarizmi PROPN alkej-849 223 7 engineering engineering NOUN alkej-849 223 8 journal journal PROPN alkej-849 223 9 , , PUNCT alkej-849 223 10 vol vol NOUN alkej-849 223 11 . . PROPN alkej-849 223 12 19 19 NUM alkej-849 223 13 , , PUNCT alkej-849 223 14 no no INTJ alkej-849 223 15 . . NOUN alkej-849 223 16 4 4 NUM alkej-849 223 17 , , PUNCT alkej-849 223 18 p.p p.p PROPN alkej-849 223 19 . . NOUN alkej-849 223 20 2941(2023 2941(2023 NUM alkej-849 223 21 ) ) PUNCT alkej-849 223 22 36 36 NUM alkej-849 223 23 evaluated evaluate VERB alkej-849 223 24 on on ADP alkej-849 223 25 every every DET alkej-849 223 26 channel channel NOUN alkej-849 223 27 of of ADP alkej-849 223 28 the the DET alkej-849 223 29 available available ADJ alkej-849 223 30 eeg eeg NOUN alkej-849 223 31 datasets dataset NOUN alkej-849 223 32 . . PUNCT alkej-849 224 1 when when SCONJ alkej-849 224 2 comparing compare VERB alkej-849 224 3 the the DET alkej-849 224 4 original original ADJ alkej-849 224 5 recorded record VERB alkej-849 224 6 eeg eeg NOUN alkej-849 224 7 ( ( PUNCT alkej-849 224 8 red red PROPN alkej-849 224 9 ) ) PUNCT alkej-849 224 10 with with ADP alkej-849 224 11 the the DET alkej-849 224 12 suppressed suppress VERB alkej-849 224 13 version version NOUN alkej-849 224 14 ( ( PUNCT alkej-849 224 15 blue blue NOUN alkej-849 224 16 ) ) PUNCT alkej-849 224 17 , , PUNCT alkej-849 224 18 it it PRON alkej-849 224 19 is be AUX alkej-849 224 20 clear clear ADJ alkej-849 224 21 that that SCONJ alkej-849 224 22 the the DET alkej-849 224 23 artifactual artifactual ADJ alkej-849 224 24 components component NOUN alkej-849 224 25 were be AUX alkej-849 224 26 effectively effectively ADV alkej-849 224 27 eliminate eliminate VERB alkej-849 224 28 fig fig NOUN alkej-849 224 29 . . PUNCT alkej-849 225 1 3 3 X alkej-849 225 2 . . X alkej-849 225 3 the the DET alkej-849 225 4 denoising denoising NOUN alkej-849 225 5 resulting result VERB alkej-849 225 6 from from ADP alkej-849 225 7 the the DET alkej-849 225 8 application application NOUN alkej-849 225 9 of of ADP alkej-849 225 10 the the DET alkej-849 225 11 wt wt NOUN alkej-849 225 12 technique technique NOUN alkej-849 225 13 to to ADP alkej-849 225 14 eeg eeg PROPN alkej-849 225 15 ch2 ch2 PROPN alkej-849 225 16 which which PRON alkej-849 225 17 represents represent VERB alkej-849 225 18 f8 f8 PROPN alkej-849 225 19 . . PUNCT alkej-849 226 1 3.2 3.2 NUM alkej-849 226 2 results result NOUN alkej-849 226 3 of of ADP alkej-849 226 4 statistical statistical ADJ alkej-849 226 5 analysis analysis NOUN alkej-849 226 6 patients patient NOUN alkej-849 226 7 with with ADP alkej-849 226 8 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 226 9 showed show VERB alkej-849 226 10 less less ADJ alkej-849 226 11 complexity complexity NOUN alkej-849 226 12 than than ADP alkej-849 226 13 those those PRON alkej-849 226 14 with with ADP alkej-849 226 15 ๐‘†๐‘€๐ถi ๐‘†๐‘€๐ถi NOUN alkej-849 226 16 and and CCONJ alkej-849 226 17 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 226 18 using use VERB alkej-849 226 19 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 226 20 , , PUNCT alkej-849 226 21 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 226 22 and and CCONJ alkej-849 226 23 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 226 24 as as SCONJ alkej-849 226 25 shown show VERB alkej-849 226 26 in in ADP alkej-849 226 27 figures figure NOUN alkej-849 226 28 4 4 NUM alkej-849 226 29 , , PUNCT alkej-849 226 30 5 5 NUM alkej-849 226 31 and and CCONJ alkej-849 226 32 6 6 NUM alkej-849 226 33 . . X alkej-849 226 34 for for ADP alkej-849 226 35 all all DET alkej-849 226 36 patients patient NOUN alkej-849 226 37 , , PUNCT alkej-849 226 38 but but CCONJ alkej-849 226 39 especially especially ADV alkej-849 226 40 for for ADP alkej-849 226 41 those those PRON alkej-849 226 42 with with ADP alkej-849 226 43 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 226 44 and and CCONJ alkej-849 226 45 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 226 46 , , PUNCT alkej-849 226 47 the the DET alkej-849 226 48 complexity complexity NOUN alkej-849 226 49 of of ADP alkej-849 226 50 the the DET alkej-849 226 51 eeg eeg NOUN alkej-849 226 52 signals signal NOUN alkej-849 226 53 reduces reduce VERB alkej-849 226 54 as as SCONJ alkej-849 226 55 the the DET alkej-849 226 56 condition condition NOUN alkej-849 226 57 worsens worsen VERB alkej-849 226 58 . . PUNCT alkej-849 227 1 figure figure VERB alkej-849 227 2 4 4 NUM alkej-849 227 3 shows show VERB alkej-849 227 4 that that SCONJ alkej-849 227 5 the the DET alkej-849 227 6 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 227 7 values value NOUN alkej-849 227 8 of of ADP alkej-849 227 9 the the DET alkej-849 227 10 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 227 11 patients patient NOUN alkej-849 227 12 were be AUX alkej-849 227 13 lower low ADJ alkej-849 227 14 than than ADP alkej-849 227 15 those those PRON alkej-849 227 16 of of ADP alkej-849 227 17 the the DET alkej-849 227 18 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 227 19 patients patient NOUN alkej-849 227 20 and and CCONJ alkej-849 227 21 that that SCONJ alkej-849 227 22 the the DET alkej-849 227 23 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 227 24 patients patient NOUN alkej-849 227 25 ' ' PART alkej-849 227 26 values value NOUN alkej-849 227 27 were be AUX alkej-849 227 28 the the DET alkej-849 227 29 greatest great ADJ alkej-849 227 30 . . PUNCT alkej-849 228 1 moreover moreover ADV alkej-849 228 2 , , PUNCT alkej-849 228 3 the the DET alkej-849 228 4 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 228 5 patients patient NOUN alkej-849 228 6 had have VERB alkej-849 228 7 lower low ADJ alkej-849 228 8 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› NOUN alkej-849 228 9 values value NOUN alkej-849 228 10 than than ADP alkej-849 228 11 the the DET alkej-849 228 12 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 228 13 patients patient NOUN alkej-849 228 14 , , PUNCT alkej-849 228 15 and and CCONJ alkej-849 228 16 the the DET alkej-849 228 17 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 228 18 subjects subject NOUN alkej-849 228 19 had have VERB alkej-849 228 20 the the DET alkej-849 228 21 highest high ADJ alkej-849 228 22 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› NOUN alkej-849 228 23 values value NOUN alkej-849 228 24 ( ( PUNCT alkej-849 228 25 figure figure NOUN alkej-849 228 26 5 5 NUM alkej-849 228 27 ) ) PUNCT alkej-849 228 28 . . PUNCT alkej-849 229 1 finally finally ADV alkej-849 229 2 , , PUNCT alkej-849 229 3 the the DET alkej-849 229 4 patients patient NOUN alkej-849 229 5 with with ADP alkej-849 229 6 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 229 7 had have VERB alkej-849 229 8 lower low ADJ alkej-849 229 9 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› NOUN alkej-849 229 10 values value NOUN alkej-849 229 11 than than ADP alkej-849 229 12 those those PRON alkej-849 229 13 with with ADP alkej-849 229 14 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 229 15 , , PUNCT alkej-849 229 16 and and CCONJ alkej-849 229 17 the the DET alkej-849 229 18 participants participant NOUN alkej-849 229 19 with with ADP alkej-849 229 20 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 229 21 had have VERB alkej-849 229 22 the the DET alkej-849 229 23 greatest great ADJ alkej-849 229 24 value value NOUN alkej-849 229 25 ( ( PUNCT alkej-849 229 26 figure figure NOUN alkej-849 229 27 6 6 NUM alkej-849 229 28 ) ) PUNCT alkej-849 229 29 . . PUNCT alkej-849 230 1 fig fig NOUN alkej-849 230 2 . . PUNCT alkej-849 231 1 4 4 X alkej-849 231 2 . . X alkej-849 231 3 comparative comparative ADJ alkej-849 231 4 plot plot NOUN alkej-849 231 5 of of ADP alkej-849 231 6 the the DET alkej-849 231 7 ๐‘บ๐’‘๐’†๐’„๐‘ฌ๐’ ๐‘บ๐’‘๐’†๐’„๐‘ฌ๐’ NOUN alkej-849 231 8 for for ADP alkej-849 231 9 the the DET alkej-849 231 10 five five NUM alkej-849 231 11 scalp scalp NOUN alkej-849 231 12 regions region NOUN alkej-849 231 13 of of ADP alkej-849 231 14 the the DET alkej-849 231 15 brain brain NOUN alkej-849 231 16 for for ADP alkej-849 231 17 ๐‘ฝ๐‘ซ ๐‘ฝ๐‘ซ PROPN alkej-849 231 18 , , PUNCT alkej-849 231 19 ๐‘บ๐‘ด๐‘ช๐‘ฐ ๐‘บ๐‘ด๐‘ช๐‘ฐ NOUN alkej-849 231 20 patients patient NOUN alkej-849 231 21 and and CCONJ alkej-849 231 22 ๐‘ฏ๐‘ช ๐‘ฏ๐‘ช NOUN alkej-849 231 23 subjects subject NOUN alkej-849 231 24 . . PUNCT alkej-849 232 1 fig fig NOUN alkej-849 232 2 . . PUNCT alkej-849 233 1 5 5 X alkej-849 233 2 . . X alkej-849 233 3 comparative comparative ADJ alkej-849 233 4 plot plot NOUN alkej-849 233 5 of of ADP alkej-849 233 6 the the DET alkej-849 233 7 ๐‘จ๐’‘๐‘ฌ๐’ ๐‘จ๐’‘๐‘ฌ๐’ PROPN alkej-849 233 8 for for ADP alkej-849 233 9 the the DET alkej-849 233 10 five five NUM alkej-849 233 11 scalp scalp NOUN alkej-849 233 12 regions region NOUN alkej-849 233 13 of of ADP alkej-849 233 14 the the DET alkej-849 233 15 brain brain NOUN alkej-849 233 16 for for ADP alkej-849 233 17 ๐‘ฝ๐‘ซ ๐‘ฝ๐‘ซ PROPN alkej-849 233 18 , , PUNCT alkej-849 233 19 ๐‘บ๐‘ด๐‘ช๐‘ฐ ๐‘บ๐‘ด๐‘ช๐‘ฐ NOUN alkej-849 233 20 patients patient NOUN alkej-849 233 21 and and CCONJ alkej-849 233 22 ๐‘ฏ๐‘ช ๐‘ฏ๐‘ช NOUN alkej-849 233 23 subjects subject NOUN alkej-849 233 24 . . PUNCT alkej-849 234 1 fig fig NOUN alkej-849 234 2 . . PUNCT alkej-849 235 1 6 6 NUM alkej-849 235 2 . . X alkej-849 235 3 comparative comparative ADJ alkej-849 235 4 plot plot NOUN alkej-849 235 5 of of ADP alkej-849 235 6 the the DET alkej-849 235 7 ๐‘ท๐’†๐’“๐‘ฌ๐’ ๐‘ท๐’†๐’“๐‘ฌ๐’ PROPN alkej-849 235 8 for for ADP alkej-849 235 9 the the DET alkej-849 235 10 five five NUM alkej-849 235 11 scalp scalp NOUN alkej-849 235 12 regions region NOUN alkej-849 235 13 of of ADP alkej-849 235 14 the the DET alkej-849 235 15 brain brain NOUN alkej-849 235 16 for for ADP alkej-849 235 17 ๐‘ฝ๐‘ซ ๐‘ฝ๐‘ซ PROPN alkej-849 235 18 , , PUNCT alkej-849 235 19 ๐‘บ๐‘ด๐‘ช๐‘ฐ ๐‘บ๐‘ด๐‘ช๐‘ฐ NOUN alkej-849 235 20 patients patient NOUN alkej-849 235 21 and and CCONJ alkej-849 235 22 ๐‘ฏ๐‘ช ๐‘ฏ๐‘ช NOUN alkej-849 235 23 subjects subject NOUN alkej-849 235 24 . . PUNCT alkej-849 236 1 noor noor PROPN alkej-849 236 2 k. k. PROPN alkej-849 236 3 al al PROPN alkej-849 236 4 - - PUNCT alkej-849 236 5 qazzaz qazzaz PROPN alkej-849 236 6 al al PROPN alkej-849 236 7 - - PUNCT alkej-849 236 8 khwarizmi khwarizmi PROPN alkej-849 236 9 engineering engineering NOUN alkej-849 236 10 journal journal PROPN alkej-849 236 11 , , PUNCT alkej-849 236 12 vol vol NOUN alkej-849 236 13 . . PROPN alkej-849 236 14 19 19 NUM alkej-849 236 15 , , PUNCT alkej-849 236 16 no no INTJ alkej-849 236 17 . . NOUN alkej-849 236 18 4 4 NUM alkej-849 236 19 , , PUNCT alkej-849 236 20 p.p p.p PROPN alkej-849 236 21 . . NOUN alkej-849 236 22 2941(2023 2941(2023 NUM alkej-849 236 23 ) ) PUNCT alkej-849 236 24 37 37 NUM alkej-849 236 25 3.3 3.3 NUM alkej-849 236 26 results result NOUN alkej-849 236 27 of of ADP alkej-849 236 28 dementia dementia NOUN alkej-849 236 29 classification classification NOUN alkej-849 236 30 techniques technique VERB alkej-849 236 31 the the DET alkej-849 236 32 classification classification NOUN alkej-849 236 33 confusion confusion NOUN alkej-849 236 34 matrix matrix NOUN alkej-849 236 35 for for ADP alkej-849 236 36 all all DET alkej-849 236 37 three three NUM alkej-849 236 38 schemes scheme NOUN alkej-849 236 39 proposed propose VERB alkej-849 236 40 is be AUX alkej-849 236 41 shown show VERB alkej-849 236 42 in in ADP alkej-849 236 43 tables table NOUN alkej-849 236 44 i i PRON alkej-849 236 45 , , PUNCT alkej-849 236 46 ii ii PROPN alkej-849 236 47 and and CCONJ alkej-849 236 48 iii iii PROPN alkej-849 236 49 . . NOUN alkej-849 236 50 table table NOUN alkej-849 236 51 i i PRON alkej-849 236 52 illustrates illustrate VERB alkej-849 236 53 the the DET alkej-849 236 54 confusion confusion NOUN alkej-849 236 55 matrix matrix NOUN alkej-849 236 56 for for ADP alkej-849 236 57 the the DET alkej-849 236 58 ๐‘˜nn ๐‘˜nn NOUN alkej-849 236 59 classifier classifier NOUN alkej-849 236 60 without without ADP alkej-849 236 61 using use VERB alkej-849 236 62 the the DET alkej-849 236 63 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… NOUN alkej-849 236 64 and and CCONJ alkej-849 236 65 ibgsa ibgsa ADJ alkej-849 236 66 . . PUNCT alkej-849 237 1 table table NOUN alkej-849 237 2 ii ii PROPN alkej-849 237 3 shows show VERB alkej-849 237 4 the the DET alkej-849 237 5 confusion confusion NOUN alkej-849 237 6 matrix matrix NOUN alkej-849 237 7 for for ADP alkej-849 237 8 the the DET alkej-849 237 9 ๐‘˜ ๐‘˜ PROPN alkej-849 237 10 nn nn X alkej-849 237 11 classifier classifier NOUN alkej-849 237 12 with with ADP alkej-849 237 13 the the DET alkej-849 237 14 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 237 15 dimensionality dimensionality NOUN alkej-849 237 16 reduction reduction NOUN alkej-849 237 17 technique technique NOUN alkej-849 237 18 . . PUNCT alkej-849 238 1 the the DET alkej-849 238 2 number number NOUN alkej-849 238 3 of of ADP alkej-849 238 4 selected select VERB alkej-849 238 5 features feature NOUN alkej-849 238 6 by by ADP alkej-849 238 7 the the DET alkej-849 238 8 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 238 9 dimensionality dimensionality NOUN alkej-849 238 10 reduction reduction NOUN alkej-849 238 11 technique technique NOUN alkej-849 238 12 was be AUX alkej-849 238 13 set set VERB alkej-849 238 14 to to ADP alkej-849 238 15 40 40 NUM alkej-849 238 16 characteristics characteristic NOUN alkej-849 238 17 , , PUNCT alkej-849 238 18 which which PRON alkej-849 238 19 are be AUX alkej-849 238 20 the the DET alkej-849 238 21 most most ADV alkej-849 238 22 essential essential ADJ alkej-849 238 23 features feature NOUN alkej-849 238 24 in in ADP alkej-849 238 25 terms term NOUN alkej-849 238 26 of of ADP alkej-849 238 27 differentiating differentiate VERB alkej-849 238 28 between between ADP alkej-849 238 29 patients patient NOUN alkej-849 238 30 suffering suffer VERB alkej-849 238 31 from from ADP alkej-849 238 32 ๐‘‰๐ท ๐‘‰๐ท ADJ alkej-849 238 33 and and CCONJ alkej-849 238 34 stroke stroke NOUN alkej-849 238 35 - - PUNCT alkej-849 238 36 related relate VERB alkej-849 238 37 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ NOUN alkej-849 238 38 and and CCONJ alkej-849 238 39 healthy healthy ADJ alkej-849 238 40 control control NOUN alkej-849 238 41 participants participant NOUN alkej-849 238 42 . . PUNCT alkej-849 239 1 table table NOUN alkej-849 239 2 iii iii NOUN alkej-849 239 3 shows show VERB alkej-849 239 4 the the DET alkej-849 239 5 confusion confusion NOUN alkej-849 239 6 matrix matrix NOUN alkej-849 239 7 for for ADP alkej-849 239 8 the the DET alkej-849 239 9 ๐‘˜nn ๐‘˜nn NOUN alkej-849 239 10 classifier classifier NOUN alkej-849 239 11 with with ADP alkej-849 239 12 the the DET alkej-849 239 13 ibgsa ibgsa ADJ alkej-849 239 14 channels channel NOUN alkej-849 239 15 selection selection NOUN alkej-849 239 16 algorithm algorithm NOUN alkej-849 239 17 . . PUNCT alkej-849 240 1 the the DET alkej-849 240 2 ๐‘˜ ๐‘˜ PROPN alkej-849 240 3 nn nn X alkej-849 240 4 classification classification NOUN alkej-849 240 5 accuracy accuracy NOUN alkej-849 240 6 was be AUX alkej-849 240 7 improved improve VERB alkej-849 240 8 from from ADP alkej-849 240 9 86.67 86.67 NUM alkej-849 240 10 % % NOUN alkej-849 240 11 to to ADP alkej-849 240 12 88.09 88.09 NUM alkej-849 240 13 using use VERB alkej-849 240 14 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 240 15 dimensionality dimensionality NOUN alkej-849 240 16 reduction reduction NOUN alkej-849 240 17 technique technique NOUN alkej-849 240 18 and and CCONJ alkej-849 240 19 90.52 90.52 NUM alkej-849 240 20 by by ADP alkej-849 240 21 ibgsa ibgsa ADJ alkej-849 240 22 channel channel NOUN alkej-849 240 23 selection selection NOUN alkej-849 240 24 algorithm algorithm NOUN alkej-849 240 25 . . PUNCT alkej-849 241 1 the the DET alkej-849 241 2 results result NOUN alkej-849 241 3 suggested suggest VERB alkej-849 241 4 that that SCONJ alkej-849 241 5 ibgsa ibgsa NOUN alkej-849 241 6 consistently consistently ADV alkej-849 241 7 improves improve VERB alkej-849 241 8 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 241 9 discrimination discrimination NOUN alkej-849 241 10 of of ADP alkej-849 241 11 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 241 12 , , PUNCT alkej-849 241 13 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ NOUN alkej-849 241 14 patients patient NOUN alkej-849 241 15 and and CCONJ alkej-849 241 16 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 241 17 subjects subject NOUN alkej-849 241 18 . . PUNCT alkej-849 242 1 therefore therefore ADV alkej-849 242 2 , , PUNCT alkej-849 242 3 ibgsa ibgsa PROPN alkej-849 242 4 improves improve VERB alkej-849 242 5 the the DET alkej-849 242 6 classification classification NOUN alkej-849 242 7 over over ADP alkej-849 242 8 all all DET alkej-849 242 9 accuracy accuracy NOUN alkej-849 242 10 for for ADP alkej-849 242 11 all all DET alkej-849 242 12 three three NUM alkej-849 242 13 groups group NOUN alkej-849 242 14 as as ADP alkej-849 242 15 in in ADP alkej-849 242 16 the the DET alkej-849 242 17 ๐‘˜ ๐‘˜ PROPN alkej-849 242 18 nn nn X alkej-849 242 19 classification classification NOUN alkej-849 242 20 over over ADP alkej-849 242 21 the the DET alkej-849 242 22 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 242 23 accuracy accuracy NOUN alkej-849 242 24 . . PUNCT alkej-849 243 1 table table NOUN alkej-849 243 2 1 1 NUM alkej-849 243 3 , , PUNCT alkej-849 243 4 calculation calculation NOUN alkej-849 243 5 of of ADP alkej-849 243 6 the the DET alkej-849 243 7 confusion confusion NOUN alkej-849 243 8 matrix matrix NOUN alkej-849 243 9 for for ADP alkej-849 243 10 multi multi ADJ alkej-849 243 11 - - ADJ alkej-849 243 12 class class ADJ alkej-849 243 13 classification classification NOUN alkej-849 243 14 using use VERB alkej-849 243 15 the the DET alkej-849 243 16 ๐’Œnn ๐’Œnn ADJ alkej-849 243 17 classifier classifier NOUN alkej-849 243 18 . . PUNCT alkej-849 244 1 ๐œ๐จ๐ง๐Ÿ๐ฎ๐ฌ๐ข๐จ๐ง ๐œ๐จ๐ง๐Ÿ๐ฎ๐ฌ๐ข๐จ๐ง PROPN alkej-849 244 2 ๐ฆ๐š๐ญ๐ซ๐ข๐ฑ ๐ฆ๐š๐ญ๐ซ๐ข๐ฑ VERB alkej-849 244 3 ๐•๐ƒ ๐•๐ƒ PRON alkej-849 244 4 ๐’๐Œ๐‚๐ˆ ๐’๐Œ๐‚๐ˆ NOUN alkej-849 244 5 ๐‡๐‚ ๐‡๐‚ NOUN alkej-849 244 6 ๐‘ฝ๐‘ซ ๐‘ฝ๐‘ซ NOUN alkej-849 244 7 93.33 93.33 NUM alkej-849 244 8 % % NOUN alkej-849 244 9 6.67 6.67 NUM alkej-849 244 10 % % NOUN alkej-849 244 11 0.00 0.00 NUM alkej-849 244 12 % % NOUN alkej-849 244 13 ๐‘บ๐‘ด๐‘ช๐‘ฐ ๐‘บ๐‘ด๐‘ช๐‘ฐ NOUN alkej-849 244 14 5.56 5.56 NUM alkej-849 244 15 % % NOUN alkej-849 244 16 93.33 93.33 NUM alkej-849 244 17 % % NOUN alkej-849 244 18 1.11 1.11 NUM alkej-849 244 19 % % NOUN alkej-849 244 20 73.33 73.33 NUM alkej-849 244 21 % % NOUN alkej-849 244 22 ๐‘ฏ๐‘ช ๐‘ฏ๐‘ช PROPN alkej-849 244 23 16.67 16.67 NUM alkej-849 244 24 % % NOUN alkej-849 244 25 10 10 NUM alkej-849 244 26 % % NOUN alkej-849 244 27 table table NOUN alkej-849 244 28 2 2 NUM alkej-849 244 29 , , PUNCT alkej-849 244 30 calculation calculation NOUN alkej-849 244 31 of of ADP alkej-849 244 32 the the DET alkej-849 244 33 confusion confusion NOUN alkej-849 244 34 matrix matrix NOUN alkej-849 244 35 for for ADP alkej-849 244 36 multi multi ADJ alkej-849 244 37 - - ADJ alkej-849 244 38 class class ADJ alkej-849 244 39 classification classification NOUN alkej-849 244 40 using use VERB alkej-849 244 41 ๐’Œnn ๐’Œnn PRON alkej-849 244 42 and and CCONJ alkej-849 244 43 the the DET alkej-849 244 44 ๐‘ญ๐‘ต๐‘ท๐‘จ๐‘ธ๐‘น ๐‘ญ๐‘ต๐‘ท๐‘จ๐‘ธ๐‘น NOUN alkej-849 244 45 technique technique NOUN alkej-849 244 46 . . PUNCT alkej-849 245 1 ๐œ๐จ๐ง๐Ÿ๐ฎ๐ฌ๐ข๐จ๐ง ๐œ๐จ๐ง๐Ÿ๐ฎ๐ฌ๐ข๐จ๐ง NOUN alkej-849 245 2 ๐ฆ๐š๐ญ๐ซ๐ข๐ฑ ๐ฆ๐š๐ญ๐ซ๐ข๐ฑ VERB alkej-849 245 3 ๐•๐ƒ ๐•๐ƒ PRON alkej-849 245 4 ๐’๐Œ๐‚๐ˆ ๐’๐Œ๐‚๐ˆ NOUN alkej-849 245 5 ๐‡๐‚ ๐‡๐‚ NOUN alkej-849 245 6 ๐‘ฝ๐‘ซ ๐‘ฝ๐‘ซ PROPN alkej-849 245 7 87.78 87.78 NUM alkej-849 245 8 % % NOUN alkej-849 245 9 11.11 11.11 NUM alkej-849 245 10 % % NOUN alkej-849 245 11 1.11 1.11 NUM alkej-849 245 12 % % NOUN alkej-849 245 13 ๐‘บ๐‘ด๐‘ช๐‘ฐ ๐‘บ๐‘ด๐‘ช๐‘ฐ NOUN alkej-849 245 14 7.78 7.78 NUM alkej-849 245 15 % % NOUN alkej-849 245 16 92.22 92.22 NUM alkej-849 245 17 % % NOUN alkej-849 245 18 0.00 0.00 NUM alkej-849 245 19 % % NOUN alkej-849 245 20 ๐‘ฏ๐‘ช ๐‘ฏ๐‘ช PROPN alkej-849 245 21 6.67 6.67 NUM alkej-849 245 22 % % NOUN alkej-849 245 23 16.67 16.67 NUM alkej-849 245 24 % % NOUN alkej-849 245 25 76.67 76.67 NUM alkej-849 245 26 % % NOUN alkej-849 245 27 table table NOUN alkej-849 245 28 3 3 NUM alkej-849 245 29 , , PUNCT alkej-849 245 30 calculation calculation NOUN alkej-849 245 31 of of ADP alkej-849 245 32 the the DET alkej-849 245 33 confusion confusion NOUN alkej-849 245 34 matrix matrix NOUN alkej-849 245 35 for for ADP alkej-849 245 36 multi multi ADJ alkej-849 245 37 - - ADJ alkej-849 245 38 class class ADJ alkej-849 245 39 classification classification NOUN alkej-849 245 40 using use VERB alkej-849 245 41 ๐’Œnn ๐’Œnn PRON alkej-849 245 42 and and CCONJ alkej-849 245 43 the the DET alkej-849 245 44 ibgsa ibgsa ADJ alkej-849 245 45 technique technique NOUN alkej-849 245 46 . . PUNCT alkej-849 246 1 ๐œ๐จ๐ง๐Ÿ๐ฎ๐ฌ๐ข๐จ๐ง ๐œ๐จ๐ง๐Ÿ๐ฎ๐ฌ๐ข๐จ๐ง NOUN alkej-849 246 2 ๐ฆ๐š๐ญ๐ซ๐ข๐ฑ ๐ฆ๐š๐ญ๐ซ๐ข๐ฑ VERB alkej-849 246 3 ๐•๐ƒ ๐•๐ƒ PRON alkej-849 246 4 ๐’๐Œ๐‚๐ˆ ๐’๐Œ๐‚๐ˆ NOUN alkej-849 246 5 ๐‡๐‚ ๐‡๐‚ NOUN alkej-849 246 6 ๐‘ฝ๐‘ซ ๐‘ฝ๐‘ซ PROPN alkej-849 246 7 67.78 67.78 NUM alkej-849 246 8 % % NOUN alkej-849 246 9 31.11 31.11 NUM alkej-849 246 10 % % NOUN alkej-849 246 11 1.11 1.11 NUM alkej-849 246 12 % % NOUN alkej-849 246 13 ๐‘บ๐‘ด๐‘ช๐‘ฐ ๐‘บ๐‘ด๐‘ช๐‘ฐ NOUN alkej-849 246 14 7.78 7.78 NUM alkej-849 246 15 % % NOUN alkej-849 246 16 88.89 88.89 NUM alkej-849 246 17 % % NOUN alkej-849 246 18 3.33 3.33 NUM alkej-849 246 19 % % NOUN alkej-849 246 20 ๐‘ฏ๐‘ช ๐‘ฏ๐‘ช PROPN alkej-849 246 21 3.33 3.33 NUM alkej-849 246 22 % % NOUN alkej-849 246 23 6.67 6.67 NUM alkej-849 246 24 % % NOUN alkej-849 246 25 90 90 NUM alkej-849 246 26 % % NOUN alkej-849 246 27 as as ADP alkej-849 246 28 a a DET alkej-849 246 29 result result NOUN alkej-849 246 30 , , PUNCT alkej-849 246 31 ๐‘˜ ๐‘˜ PROPN alkej-849 246 32 nn nn PROPN alkej-849 246 33 was be AUX alkej-849 246 34 used use VERB alkej-849 246 35 in in ADP alkej-849 246 36 the the DET alkej-849 246 37 study study NOUN alkej-849 246 38 to to PART alkej-849 246 39 support support VERB alkej-849 246 40 multi multi ADJ alkej-849 246 41 - - ADJ alkej-849 246 42 class class ADJ alkej-849 246 43 classification classification NOUN alkej-849 246 44 and and CCONJ alkej-849 246 45 to to PART alkej-849 246 46 distinguish distinguish VERB alkej-849 246 47 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 246 48 , , PUNCT alkej-849 246 49 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ NOUN alkej-849 246 50 patients patient NOUN alkej-849 246 51 , , PUNCT alkej-849 246 52 and and CCONJ alkej-849 246 53 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 246 54 subjects subject NOUN alkej-849 246 55 . . PUNCT alkej-849 247 1 this this DET alkej-849 247 2 study study NOUN alkej-849 247 3 had have VERB alkej-849 247 4 several several ADJ alkej-849 247 5 limitations limitation NOUN alkej-849 247 6 , , PUNCT alkej-849 247 7 including include VERB alkej-849 247 8 a a DET alkej-849 247 9 small small ADJ alkej-849 247 10 sample sample NOUN alkej-849 247 11 size size NOUN alkej-849 247 12 , , PUNCT alkej-849 247 13 and and CCONJ alkej-849 247 14 an an DET alkej-849 247 15 additional additional ADJ alkej-849 247 16 analysis analysis NOUN alkej-849 247 17 with with ADP alkej-849 247 18 a a DET alkej-849 247 19 large large ADJ alkej-849 247 20 database database NOUN alkej-849 247 21 should should AUX alkej-849 247 22 be be AUX alkej-849 247 23 performed perform VERB alkej-849 247 24 in in ADP alkej-849 247 25 the the DET alkej-849 247 26 future future NOUN alkej-849 247 27 . . PUNCT alkej-849 248 1 finally finally ADV alkej-849 248 2 , , PUNCT alkej-849 248 3 we we PRON alkej-849 248 4 compared compare VERB alkej-849 248 5 the the DET alkej-849 248 6 proposed propose VERB alkej-849 248 7 approach approach NOUN alkej-849 248 8 to to ADP alkej-849 248 9 other other ADJ alkej-849 248 10 cutting cutting NOUN alkej-849 248 11 - - PUNCT alkej-849 248 12 edge edge NOUN alkej-849 248 13 methods method NOUN alkej-849 248 14 in in ADP alkej-849 248 15 the the DET alkej-849 248 16 literature literature NOUN alkej-849 248 17 that that PRON alkej-849 248 18 employed employ VERB alkej-849 248 19 the the DET alkej-849 248 20 different different ADJ alkej-849 248 21 dementia dementia NOUN alkej-849 248 22 datasets dataset NOUN alkej-849 248 23 as as SCONJ alkej-849 248 24 we we PRON alkej-849 248 25 did do VERB alkej-849 248 26 in in ADP alkej-849 248 27 our our PRON alkej-849 248 28 work work NOUN alkej-849 248 29 . . PUNCT alkej-849 249 1 the the DET alkej-849 249 2 results result NOUN alkej-849 249 3 show show VERB alkej-849 249 4 that that SCONJ alkej-849 249 5 our our PRON alkej-849 249 6 model model NOUN alkej-849 249 7 outperforms outperform VERB alkej-849 249 8 other other ADJ alkej-849 249 9 existing exist VERB alkej-849 249 10 methods method NOUN alkej-849 249 11 in in ADP alkej-849 249 12 the the DET alkej-849 249 13 literature literature NOUN alkej-849 249 14 , , PUNCT alkej-849 249 15 with with ADP alkej-849 249 16 the the DET alkej-849 249 17 highest high ADJ alkej-849 249 18 classification classification NOUN alkej-849 249 19 accuracy accuracy NOUN alkej-849 249 20 of of ADP alkej-849 249 21 90.52 90.52 NUM alkej-849 249 22 % % NOUN alkej-849 249 23 compared compare VERB alkej-849 249 24 to to ADP alkej-849 249 25 kashefpoor kashefpoor PROPN alkej-849 249 26 et et PROPN alkej-849 249 27 al al PROPN alkej-849 249 28 . . PUNCT alkej-849 250 1 [ [ X alkej-849 250 2 9 9 NUM alkej-849 250 3 ] ] PUNCT alkej-849 250 4 proposed propose VERB alkej-849 250 5 a a DET alkej-849 250 6 methodology methodology NOUN alkej-849 250 7 that that PRON alkej-849 250 8 obtained obtain VERB alkej-849 250 9 an an DET alkej-849 250 10 accuracy accuracy NOUN alkej-849 250 11 of of ADP alkej-849 250 12 around around ADP alkej-849 250 13 88 88 NUM alkej-849 250 14 % % NOUN alkej-849 250 15 , , PUNCT alkej-849 250 16 sharma sharma PROPN alkej-849 250 17 et et PROPN alkej-849 250 18 al al PROPN alkej-849 250 19 . . PUNCT alkej-849 251 1 [ [ X alkej-849 251 2 10 10 NUM alkej-849 251 3 ] ] PUNCT alkej-849 251 4 investigated investigate VERB alkej-849 251 5 different different ADJ alkej-849 251 6 features feature NOUN alkej-849 251 7 for for ADP alkej-849 251 8 control control NOUN alkej-849 251 9 vs. vs. ADP alkej-849 251 10 ๐‘€๐ถ๐ผ ๐‘€๐ถ๐ผ PROPN alkej-849 251 11 signal signal VERB alkej-849 251 12 classification classification NOUN alkej-849 251 13 and and CCONJ alkej-849 251 14 obtained obtain VERB alkej-849 251 15 accuracy accuracy NOUN alkej-849 251 16 ranges range NOUN alkej-849 251 17 between between ADP alkej-849 251 18 73.2 73.2 NUM alkej-849 251 19 % % NOUN alkej-849 251 20 and and CCONJ alkej-849 251 21 89.8 89.8 NUM alkej-849 251 22 % % NOUN alkej-849 251 23 . . PUNCT alkej-849 252 1 4 4 X alkej-849 252 2 . . X alkej-849 252 3 conclusion conclusion VERB alkej-849 252 4 the the DET alkej-849 252 5 electroencephalogram electroencephalogram NOUN alkej-849 252 6 ( ( PUNCT alkej-849 252 7 eeg eeg NOUN alkej-849 252 8 ) ) PUNCT alkej-849 252 9 is be AUX alkej-849 252 10 a a DET alkej-849 252 11 vital vital ADJ alkej-849 252 12 tool tool NOUN alkej-849 252 13 for for ADP alkej-849 252 14 studying study VERB alkej-849 252 15 mental mental ADJ alkej-849 252 16 processes process NOUN alkej-849 252 17 . . PUNCT alkej-849 253 1 here here ADV alkej-849 253 2 , , PUNCT alkej-849 253 3 we we PRON alkej-849 253 4 analyze analyze VERB alkej-849 253 5 and and CCONJ alkej-849 253 6 filter filter NOUN alkej-849 253 7 eeg eeg NOUN alkej-849 253 8 signals signal NOUN alkej-849 253 9 to to PART alkej-849 253 10 identify identify VERB alkej-849 253 11 promising promising ADJ alkej-849 253 12 channels channel NOUN alkej-849 253 13 and and CCONJ alkej-849 253 14 useful useful ADJ alkej-849 253 15 markers marker NOUN alkej-849 253 16 for for ADP alkej-849 253 17 an an DET alkej-849 253 18 earlier early ADJ alkej-849 253 19 , , PUNCT alkej-849 253 20 more more ADV alkej-849 253 21 accurate accurate ADJ alkej-849 253 22 diagnosis diagnosis NOUN alkej-849 253 23 of of ADP alkej-849 253 24 dementia dementia NOUN alkej-849 253 25 . . PUNCT alkej-849 254 1 the the DET alkej-849 254 2 wt wt PROPN alkej-849 254 3 method method NOUN alkej-849 254 4 has have AUX alkej-849 254 5 been be AUX alkej-849 254 6 implemented implement VERB alkej-849 254 7 as as ADP alkej-849 254 8 a a DET alkej-849 254 9 denoising denoising NOUN alkej-849 254 10 method method NOUN alkej-849 254 11 . . PUNCT alkej-849 255 1 patients patient NOUN alkej-849 255 2 with with ADP alkej-849 255 3 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 255 4 and and CCONJ alkej-849 255 5 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ PROPN alkej-849 255 6 have have AUX alkej-849 255 7 had have VERB alkej-849 255 8 their their PRON alkej-849 255 9 irregularities irregularity NOUN alkej-849 255 10 assessed assess VERB alkej-849 255 11 with with ADP alkej-849 255 12 ๐‘†๐‘๐‘’๐‘๐ธ๐‘› ๐‘†๐‘๐‘’๐‘๐ธ๐‘› NOUN alkej-849 255 13 , , PUNCT alkej-849 255 14 ๐ด๐‘๐ธ๐‘› ๐ด๐‘๐ธ๐‘› PROPN alkej-849 255 15 , , PUNCT alkej-849 255 16 and and CCONJ alkej-849 255 17 ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› ๐‘ƒ๐‘’๐‘Ÿ๐ธ๐‘› PROPN alkej-849 255 18 as as ADP alkej-849 255 19 characteristics characteristic NOUN alkej-849 255 20 . . PUNCT alkej-849 256 1 to to PART alkej-849 256 2 improve improve VERB alkej-849 256 3 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 256 4 categorization categorization NOUN alkej-849 256 5 , , PUNCT alkej-849 256 6 we we PRON alkej-849 256 7 applied apply VERB alkej-849 256 8 the the DET alkej-849 256 9 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 256 10 dimensionality dimensionality NOUN alkej-849 256 11 reduction reduction NOUN alkej-849 256 12 technique technique NOUN alkej-849 256 13 in in ADP alkej-849 256 14 conjunction conjunction NOUN alkej-849 256 15 with with ADP alkej-849 256 16 the the DET alkej-849 256 17 ibgsa ibgsa ADJ alkej-849 256 18 channel channel NOUN alkej-849 256 19 selection selection NOUN alkej-849 256 20 algorithm algorithm NOUN alkej-849 256 21 . . PUNCT alkej-849 257 1 ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ๐น๐‘๐‘ƒ๐ด๐‘„๐‘… ADJ alkej-849 257 2 dimensionality dimensionality NOUN alkej-849 257 3 reduction reduction NOUN alkej-849 257 4 technique technique NOUN alkej-849 257 5 increased increase VERB alkej-849 257 6 ๐‘˜ ๐‘˜ DET alkej-849 257 7 nn nn X alkej-849 257 8 classification classification NOUN alkej-849 257 9 accuracy accuracy NOUN alkej-849 257 10 from from ADP alkej-849 257 11 86.67 86.67 NUM alkej-849 257 12 % % NOUN alkej-849 257 13 to to ADP alkej-849 257 14 88.09 88.09 NUM alkej-849 257 15 % % NOUN alkej-849 257 16 , , PUNCT alkej-849 257 17 while while SCONJ alkej-849 257 18 the the DET alkej-849 257 19 ibgsa ibgsa ADJ alkej-849 257 20 channel channel NOUN alkej-849 257 21 selection selection NOUN alkej-849 257 22 algorithm algorithm NOUN alkej-849 257 23 increased increase VERB alkej-849 257 24 it it PRON alkej-849 257 25 to to ADP alkej-849 257 26 90.52 90.52 NUM alkej-849 257 27 % % NOUN alkej-849 257 28 . . PUNCT alkej-849 258 1 findings finding NOUN alkej-849 258 2 revealed reveal VERB alkej-849 258 3 that that SCONJ alkej-849 258 4 ibgsa ibgsa NOUN alkej-849 258 5 reliably reliably ADV alkej-849 258 6 enhances enhance VERB alkej-849 258 7 ๐‘Š๐‘€ ๐‘Š๐‘€ PROPN alkej-849 258 8 discrimination discrimination NOUN alkej-849 258 9 in in ADP alkej-849 258 10 ๐‘‰๐ท ๐‘‰๐ท PROPN alkej-849 258 11 , , PUNCT alkej-849 258 12 ๐‘†๐‘€๐ถ๐ผ ๐‘†๐‘€๐ถ๐ผ NOUN alkej-849 258 13 patients patient NOUN alkej-849 258 14 , , PUNCT alkej-849 258 15 and and CCONJ alkej-849 258 16 ๐ป๐ถ ๐ป๐ถ PROPN alkej-849 258 17 controls control NOUN alkej-849 258 18 . . PUNCT alkej-849 259 1 because because SCONJ alkej-849 259 2 of of ADP alkej-849 259 3 these these DET alkej-849 259 4 findings finding NOUN alkej-849 259 5 , , PUNCT alkej-849 259 6 it it PRON alkej-849 259 7 is be AUX alkej-849 259 8 clear clear ADJ alkej-849 259 9 that that SCONJ alkej-849 259 10 minimizing minimize VERB alkej-849 259 11 the the DET alkej-849 259 12 number number NOUN alkej-849 259 13 of of ADP alkej-849 259 14 channels channel NOUN alkej-849 259 15 used use VERB alkej-849 259 16 in in ADP alkej-849 259 17 the the DET alkej-849 259 18 ibgsa ibgsa ADJ alkej-849 259 19 selection selection NOUN alkej-849 259 20 process process NOUN alkej-849 259 21 has have VERB alkej-849 259 22 a a DET alkej-849 259 23 substantial substantial ADJ alkej-849 259 24 impact impact NOUN alkej-849 259 25 on on ADP alkej-849 259 26 improving improve VERB alkej-849 259 27 classification classification NOUN alkej-849 259 28 accuracy accuracy NOUN alkej-849 259 29 . . PUNCT alkej-849 260 1 working work VERB alkej-849 260 2 memory memory NOUN alkej-849 260 3 stores store NOUN alkej-849 260 4 and and CCONJ alkej-849 260 5 manipulates manipulate VERB alkej-849 260 6 information information NOUN alkej-849 260 7 for for ADP alkej-849 260 8 ongoing ongoing ADJ alkej-849 260 9 tasks task NOUN alkej-849 260 10 . . PUNCT alkej-849 261 1 dementia dementia NOUN alkej-849 261 2 causes cause VERB alkej-849 261 3 cognitive cognitive ADJ alkej-849 261 4 deterioration deterioration NOUN alkej-849 261 5 , , PUNCT alkej-849 261 6 including include VERB alkej-849 261 7 working work VERB alkej-849 261 8 memory memory NOUN alkej-849 261 9 loss loss NOUN alkej-849 261 10 . . PUNCT alkej-849 262 1 therefore therefore ADV alkej-849 262 2 , , PUNCT alkej-849 262 3 working working NOUN alkej-849 262 4 memory memory NOUN alkej-849 262 5 enhancement enhancement NOUN alkej-849 262 6 may may AUX alkej-849 262 7 slow slow VERB alkej-849 262 8 dementia dementia NOUN alkej-849 262 9 - - PUNCT alkej-849 262 10 related relate VERB alkej-849 262 11 cognitive cognitive ADJ alkej-849 262 12 deterioration deterioration NOUN alkej-849 262 13 . . PUNCT alkej-849 263 1 working work VERB alkej-849 263 2 memory memory NOUN alkej-849 263 3 training training NOUN alkej-849 263 4 may may AUX alkej-849 263 5 increase increase VERB alkej-849 263 6 brain brain NOUN alkej-849 263 7 activity activity NOUN alkej-849 263 8 in in ADP alkej-849 263 9 working work VERB alkej-849 263 10 memory memory NOUN alkej-849 263 11 - - PUNCT alkej-849 263 12 related relate VERB alkej-849 263 13 areas area NOUN alkej-849 263 14 , , PUNCT alkej-849 263 15 however however ADV alkej-849 263 16 , , PUNCT alkej-849 263 17 healthy healthy ADJ alkej-849 263 18 volunteers volunteer NOUN alkej-849 263 19 trained train VERB alkej-849 263 20 working working NOUN alkej-849 263 21 memory memory NOUN alkej-849 263 22 using use VERB alkej-849 263 23 an an DET alkej-849 263 24 adaptive adaptive ADJ alkej-849 263 25 n n CCONJ alkej-849 263 26 - - PUNCT alkej-849 263 27 back back NOUN alkej-849 263 28 task task NOUN alkej-849 263 29 . . PUNCT alkej-849 264 1 the the DET alkej-849 264 2 training training NOUN alkej-849 264 3 did do AUX alkej-849 264 4 not not PART alkej-849 264 5 directly directly ADV alkej-849 264 6 cause cause VERB alkej-849 264 7 changes change NOUN alkej-849 264 8 in in ADP alkej-849 264 9 brain brain NOUN alkej-849 264 10 activation activation NOUN alkej-849 264 11 in in ADP alkej-849 264 12 several several ADJ alkej-849 264 13 important important ADJ alkej-849 264 14 locations location NOUN alkej-849 264 15 . . PUNCT alkej-849 265 1 in in ADP alkej-849 265 2 spite spite NOUN alkej-849 265 3 of of ADP alkej-849 265 4 that that PRON alkej-849 265 5 , , PUNCT alkej-849 265 6 studies study NOUN alkej-849 265 7 have have VERB alkej-849 265 8 noor noor PROPN alkej-849 265 9 k. k. PROPN alkej-849 265 10 al al PROPN alkej-849 265 11 - - PUNCT alkej-849 265 12 qazzaz qazzaz PROPN alkej-849 265 13 al al PROPN alkej-849 265 14 - - PUNCT alkej-849 265 15 khwarizmi khwarizmi PROPN alkej-849 265 16 engineering engineering NOUN alkej-849 265 17 journal journal PROPN alkej-849 265 18 , , PUNCT alkej-849 265 19 vol vol NOUN alkej-849 265 20 . . PROPN alkej-849 265 21 19 19 NUM alkej-849 265 22 , , PUNCT alkej-849 265 23 no no INTJ alkej-849 265 24 . . NOUN alkej-849 265 25 4 4 NUM alkej-849 265 26 , , PUNCT alkej-849 265 27 p.p p.p PROPN alkej-849 265 28 . . NOUN alkej-849 265 29 2941(2023 2941(2023 NUM alkej-849 265 30 ) ) PUNCT alkej-849 265 31 38 38 NUM alkej-849 265 32 implied imply VERB alkej-849 265 33 that that SCONJ alkej-849 265 34 working work VERB alkej-849 265 35 memory memory NOUN alkej-849 265 36 training training NOUN alkej-849 265 37 may may AUX alkej-849 265 38 have have VERB alkej-849 265 39 benefits benefit NOUN alkej-849 265 40 , , PUNCT alkej-849 265 41 but but CCONJ alkej-849 265 42 more more ADJ alkej-849 265 43 study study NOUN alkej-849 265 44 is be AUX alkej-849 265 45 needed need VERB alkej-849 265 46 to to PART alkej-849 265 47 determine determine VERB alkej-849 265 48 the the DET alkej-849 265 49 long long ADJ alkej-849 265 50 - - PUNCT alkej-849 265 51 term term NOUN alkej-849 265 52 consequences consequence NOUN alkej-849 265 53 . . PUNCT alkej-849 266 1 working work VERB alkej-849 266 2 memory memory NOUN alkej-849 266 3 training training NOUN alkej-849 266 4 alone alone ADV alkej-849 266 5 may may AUX alkej-849 266 6 not not PART alkej-849 266 7 diminish diminish VERB alkej-849 266 8 dementia dementia NOUN alkej-849 266 9 - - PUNCT alkej-849 266 10 related relate VERB alkej-849 266 11 brain brain NOUN alkej-849 266 12 activity activity NOUN alkej-849 266 13 since since SCONJ alkej-849 266 14 dementia dementia NOUN alkej-849 266 15 is be AUX alkej-849 266 16 complicated complicate VERB alkej-849 266 17 . . PUNCT alkej-849 267 1 working work VERB alkej-849 267 2 memory memory NOUN alkej-849 267 3 training training NOUN alkej-849 267 4 may may AUX alkej-849 267 5 also also ADV alkej-849 267 6 be be AUX alkej-849 267 7 affected affect VERB alkej-849 267 8 by by ADP alkej-849 267 9 dementia dementia NOUN alkej-849 267 10 stage stage NOUN alkej-849 267 11 , , PUNCT alkej-849 267 12 type type NOUN alkej-849 267 13 , , PUNCT alkej-849 267 14 and and CCONJ alkej-849 267 15 training training NOUN alkej-849 267 16 procedure procedure NOUN alkej-849 267 17 . . PUNCT alkej-849 268 1 in in ADP alkej-849 268 2 general general ADJ alkej-849 268 3 , , PUNCT alkej-849 268 4 improving improve VERB alkej-849 268 5 working working NOUN alkej-849 268 6 memory memory NOUN alkej-849 268 7 in in ADP alkej-849 268 8 people people NOUN alkej-849 268 9 who who PRON alkej-849 268 10 have have VERB alkej-849 268 11 dementia dementia NOUN alkej-849 268 12 continues continue VERB alkej-849 268 13 to to PART alkej-849 268 14 be be AUX alkej-849 268 15 our our PRON alkej-849 268 16 focus focus NOUN alkej-849 268 17 of of ADP alkej-849 268 18 research research NOUN alkej-849 268 19 . . PUNCT alkej-849 269 1 future future ADJ alkej-849 269 2 studies study NOUN alkej-849 269 3 may may AUX alkej-849 269 4 provide provide VERB alkej-849 269 5 additional additional ADJ alkej-849 269 6 insights insight NOUN alkej-849 269 7 into into ADP alkej-849 269 8 effective effective ADJ alkej-849 269 9 interventions intervention NOUN alkej-849 269 10 and and CCONJ alkej-849 269 11 techniques technique NOUN alkej-849 269 12 to to PART alkej-849 269 13 improve improve VERB alkej-849 269 14 cognitive cognitive ADJ alkej-849 269 15 function function NOUN alkej-849 269 16 and and CCONJ alkej-849 269 17 quality quality NOUN alkej-849 269 18 of of ADP alkej-849 269 19 life life NOUN alkej-849 269 20 . . PUNCT alkej-849 270 1 references reference NOUN alkej-849 270 2 [ [ X alkej-849 270 3 1 1 NUM alkej-849 270 4 ] ] X alkej-849 270 5 b. b. PROPN alkej-849 270 6 c. c. PROPN alkej-849 270 7 campbell campbell PROPN alkej-849 270 8 , , PUNCT alkej-849 270 9 d. d. PROPN alkej-849 270 10 a. a. PROPN alkej-849 270 11 de de PROPN alkej-849 270 12 silva silva PROPN alkej-849 270 13 , , PUNCT alkej-849 270 14 m. m. PROPN alkej-849 270 15 r. r. PROPN alkej-849 270 16 macleod macleod PROPN alkej-849 270 17 , , PUNCT alkej-849 270 18 s. s. PROPN alkej-849 270 19 b. b. PROPN alkej-849 270 20 coutts coutts PROPN alkej-849 270 21 , , PUNCT alkej-849 270 22 l. l. PROPN alkej-849 270 23 h. h. PROPN alkej-849 270 24 schwamm schwamm PROPN alkej-849 270 25 , , PUNCT alkej-849 270 26 s. s. PROPN alkej-849 270 27 m. m. PROPN alkej-849 270 28 davis davis PROPN alkej-849 270 29 , , PUNCT alkej-849 270 30 et et PROPN alkej-849 270 31 al al PROPN alkej-849 270 32 . . PROPN alkej-849 270 33 , , PUNCT alkej-849 270 34 " " PUNCT alkej-849 270 35 ischaemic ischaemic ADJ alkej-849 270 36 stroke stroke NOUN alkej-849 270 37 , , PUNCT alkej-849 270 38 " " PUNCT alkej-849 270 39 nature nature NOUN alkej-849 270 40 reviews review NOUN alkej-849 270 41 disease disease NOUN alkej-849 270 42 primers primer NOUN alkej-849 270 43 , , PUNCT alkej-849 270 44 vol vol NOUN alkej-849 270 45 . . PROPN alkej-849 270 46 5 5 NUM alkej-849 270 47 , , PUNCT alkej-849 270 48 p. p. NOUN alkej-849 270 49 70 70 NUM alkej-849 270 50 , , PUNCT alkej-849 270 51 2019 2019 NUM alkej-849 270 52 . . PUNCT alkej-849 271 1 [ [ X alkej-849 271 2 2 2 NUM alkej-849 271 3 ] ] PUNCT alkej-849 271 4 n. n. PROPN alkej-849 271 5 k. k. PROPN alkej-849 271 6 al al PROPN alkej-849 271 7 - - PUNCT alkej-849 271 8 qazzaz qazzaz PROPN alkej-849 271 9 , , PUNCT alkej-849 271 10 s. s. PROPN alkej-849 271 11 h. h. PROPN alkej-849 271 12 ali ali PROPN alkej-849 271 13 , , PUNCT alkej-849 271 14 s. s. PROPN alkej-849 271 15 a. a. PROPN alkej-849 271 16 ahmad ahmad PROPN alkej-849 271 17 , , PUNCT alkej-849 271 18 and and CCONJ alkej-849 271 19 s. s. PROPN alkej-849 271 20 islam islam PROPN alkej-849 271 21 , , PUNCT alkej-849 271 22 " " PUNCT alkej-849 271 23 cognitive cognitive ADJ alkej-849 271 24 assessments assessment NOUN alkej-849 271 25 for for ADP alkej-849 271 26 the the DET alkej-849 271 27 early early ADJ alkej-849 271 28 diagnosis diagnosis NOUN alkej-849 271 29 of of ADP alkej-849 271 30 dementia dementia NOUN alkej-849 271 31 after after ADP alkej-849 271 32 stroke stroke NOUN alkej-849 271 33 , , PUNCT alkej-849 271 34 " " PUNCT alkej-849 271 35 neuropsychiatric neuropsychiatric ADJ alkej-849 271 36 disease disease NOUN alkej-849 271 37 and and CCONJ alkej-849 271 38 treatment treatment NOUN alkej-849 271 39 , , PUNCT alkej-849 271 40 vol vol NOUN alkej-849 271 41 . . PROPN alkej-849 271 42 10 10 NUM alkej-849 271 43 , , PUNCT alkej-849 271 44 p. p. NOUN alkej-849 271 45 1743 1743 NUM alkej-849 271 46 , , PUNCT alkej-849 271 47 2014 2014 NUM alkej-849 271 48 . . PUNCT alkej-849 272 1 [ [ X alkej-849 272 2 3 3 X alkej-849 272 3 ] ] X alkej-849 272 4 n. n. PROPN alkej-849 272 5 k. k. PROPN alkej-849 272 6 al al PROPN alkej-849 272 7 - - PUNCT alkej-849 272 8 qazzaz qazzaz PROPN alkej-849 272 9 , , PUNCT alkej-849 272 10 s. s. PROPN alkej-849 272 11 h. h. PROPN alkej-849 272 12 ali ali PROPN alkej-849 272 13 , , PUNCT alkej-849 272 14 s. s. PROPN alkej-849 272 15 a. a. PROPN alkej-849 272 16 ahmad ahmad PROPN alkej-849 272 17 , , PUNCT alkej-849 272 18 s. s. PROPN alkej-849 272 19 islam islam PROPN alkej-849 272 20 , , PUNCT alkej-849 272 21 and and CCONJ alkej-849 272 22 k. k. PROPN alkej-849 272 23 mohamad mohamad PROPN alkej-849 272 24 , , PUNCT alkej-849 272 25 " " PUNCT alkej-849 272 26 cognitive cognitive ADJ alkej-849 272 27 impairment impairment NOUN alkej-849 272 28 and and CCONJ alkej-849 272 29 memory memory NOUN alkej-849 272 30 dysfunction dysfunction NOUN alkej-849 272 31 after after ADP alkej-849 272 32 a a DET alkej-849 272 33 stroke stroke NOUN alkej-849 272 34 diagnosis diagnosis NOUN alkej-849 272 35 : : PUNCT alkej-849 272 36 a a DET alkej-849 272 37 post post ADJ alkej-849 272 38 - - ADJ alkej-849 272 39 stroke stroke ADJ alkej-849 272 40 memory memory NOUN alkej-849 272 41 assessment assessment NOUN alkej-849 272 42 , , PUNCT alkej-849 272 43 " " PUNCT alkej-849 272 44 neuropsychiatric neuropsychiatric ADJ alkej-849 272 45 disease disease NOUN alkej-849 272 46 and and CCONJ alkej-849 272 47 treatment treatment NOUN alkej-849 272 48 , , PUNCT alkej-849 272 49 vol vol NOUN alkej-849 272 50 . . PROPN alkej-849 272 51 10 10 NUM alkej-849 272 52 , , PUNCT alkej-849 272 53 p. p. NOUN alkej-849 272 54 1677 1677 NUM alkej-849 272 55 , , PUNCT alkej-849 272 56 2014 2014 NUM alkej-849 272 57 . . PUNCT alkej-849 273 1 [ [ X alkej-849 273 2 4 4 X alkej-849 273 3 ] ] PUNCT alkej-849 273 4 c. c. PROPN alkej-849 273 5 n. n. PROPN alkej-849 273 6 kan kan PROPN alkej-849 273 7 , , PUNCT alkej-849 273 8 j. j. PROPN alkej-849 273 9 cano cano PROPN alkej-849 273 10 , , PUNCT alkej-849 273 11 x. x. PROPN alkej-849 273 12 zhao zhao PROPN alkej-849 273 13 , , PUNCT alkej-849 273 14 z. z. PROPN alkej-849 273 15 ismail ismail PROPN alkej-849 273 16 , , PUNCT alkej-849 273 17 c. c. PROPN alkej-849 273 18 l.-h l.-h PROPN alkej-849 273 19 . . PUNCT alkej-849 274 1 chen chen PROPN alkej-849 274 2 , , PUNCT alkej-849 274 3 and and CCONJ alkej-849 274 4 x. x. PROPN alkej-849 274 5 xu xu PROPN alkej-849 274 6 , , PUNCT alkej-849 274 7 " " PUNCT alkej-849 274 8 prevalence prevalence NOUN alkej-849 274 9 , , PUNCT alkej-849 274 10 clinical clinical ADJ alkej-849 274 11 correlates correlate NOUN alkej-849 274 12 , , PUNCT alkej-849 274 13 cognitive cognitive ADJ alkej-849 274 14 trajectories trajectory NOUN alkej-849 274 15 , , PUNCT alkej-849 274 16 and and CCONJ alkej-849 274 17 dementia dementia NOUN alkej-849 274 18 risk risk NOUN alkej-849 274 19 associated associate VERB alkej-849 274 20 with with ADP alkej-849 274 21 mild mild ADJ alkej-849 274 22 behavioral behavioral ADJ alkej-849 274 23 impairment impairment NOUN alkej-849 274 24 in in ADP alkej-849 274 25 asians asian NOUN alkej-849 274 26 , , PUNCT alkej-849 274 27 " " PUNCT alkej-849 274 28 the the DET alkej-849 274 29 journal journal NOUN alkej-849 274 30 of of ADP alkej-849 274 31 clinical clinical ADJ alkej-849 274 32 psychiatry psychiatry NOUN alkej-849 274 33 , , PUNCT alkej-849 274 34 vol vol NOUN alkej-849 274 35 . . PROPN alkej-849 274 36 83 83 NUM alkej-849 274 37 , , PUNCT alkej-849 274 38 p. p. NOUN alkej-849 274 39 40123 40123 NUM alkej-849 274 40 , , PUNCT alkej-849 274 41 2022 2022 NUM alkej-849 274 42 . . PUNCT alkej-849 275 1 [ [ X alkej-849 275 2 5 5 NUM alkej-849 275 3 ] ] PUNCT alkej-849 275 4 n. n. PROPN alkej-849 275 5 k. k. PROPN alkej-849 275 6 al al PROPN alkej-849 275 7 - - PUNCT alkej-849 275 8 qazzaz qazzaz PROPN alkej-849 275 9 , , PUNCT alkej-849 275 10 s. s. PROPN alkej-849 275 11 h. h. PROPN alkej-849 275 12 b. b. PROPN alkej-849 275 13 m. m. PROPN alkej-849 275 14 ali ali PROPN alkej-849 275 15 , , PUNCT alkej-849 275 16 s. s. PROPN alkej-849 275 17 a. a. PROPN alkej-849 275 18 ahmad ahmad PROPN alkej-849 275 19 , , PUNCT alkej-849 275 20 m. m. PROPN alkej-849 275 21 s. s. PROPN alkej-849 275 22 islam islam PROPN alkej-849 275 23 , , PUNCT alkej-849 275 24 and and CCONJ alkej-849 275 25 j. j. PROPN alkej-849 275 26 escudero escudero PROPN alkej-849 275 27 , , PUNCT alkej-849 275 28 " " PUNCT alkej-849 275 29 discrimination discrimination NOUN alkej-849 275 30 of of ADP alkej-849 275 31 stroke stroke NOUN alkej-849 275 32 - - PUNCT alkej-849 275 33 related relate VERB alkej-849 275 34 mild mild ADJ alkej-849 275 35 cognitive cognitive ADJ alkej-849 275 36 impairment impairment NOUN alkej-849 275 37 and and CCONJ alkej-849 275 38 vascular vascular ADJ alkej-849 275 39 dementia dementia NOUN alkej-849 275 40 using use VERB alkej-849 275 41 eeg eeg PROPN alkej-849 275 42 signal signal NOUN alkej-849 275 43 analysis analysis NOUN alkej-849 275 44 , , PUNCT alkej-849 275 45 " " PUNCT alkej-849 275 46 medical medical ADJ alkej-849 275 47 & & CCONJ alkej-849 275 48 biological biological ADJ alkej-849 275 49 engineering engineering PROPN alkej-849 275 50 & & CCONJ alkej-849 275 51 computing computing PROPN alkej-849 275 52 , , PUNCT alkej-849 275 53 vol vol NOUN alkej-849 275 54 . . PROPN alkej-849 275 55 56 56 NUM alkej-849 275 56 , , PUNCT alkej-849 275 57 pp pp ADJ alkej-849 275 58 . . PUNCT alkej-849 275 59 137 137 NUM alkej-849 275 60 - - SYM alkej-849 275 61 157 157 NUM alkej-849 275 62 , , PUNCT alkej-849 275 63 2018 2018 NUM alkej-849 275 64 . . PUNCT alkej-849 276 1 [ [ X alkej-849 276 2 6 6 NUM alkej-849 276 3 ] ] PUNCT alkej-849 276 4 n. n. PROPN alkej-849 276 5 k. k. PROPN alkej-849 276 6 al al PROPN alkej-849 276 7 - - PUNCT alkej-849 276 8 qazzaz qazzaz PROPN alkej-849 276 9 , , PUNCT alkej-849 276 10 s. s. PROPN alkej-849 276 11 h. h. PROPN alkej-849 276 12 b. b. PROPN alkej-849 276 13 ali ali PROPN alkej-849 276 14 , , PUNCT alkej-849 276 15 s. s. PROPN alkej-849 276 16 a. a. PROPN alkej-849 276 17 ahmad ahmad PROPN alkej-849 276 18 , , PUNCT alkej-849 276 19 k. k. PROPN alkej-849 276 20 chellappan chellappan PROPN alkej-849 276 21 , , PUNCT alkej-849 276 22 m. m. PROPN alkej-849 276 23 s. s. PROPN alkej-849 276 24 islam islam PROPN alkej-849 276 25 , , PUNCT alkej-849 276 26 and and CCONJ alkej-849 276 27 j. j. PROPN alkej-849 276 28 escudero escudero PROPN alkej-849 276 29 , , PUNCT alkej-849 276 30 " " PUNCT alkej-849 276 31 role role NOUN alkej-849 276 32 of of ADP alkej-849 276 33 eeg eeg NOUN alkej-849 276 34 as as ADP alkej-849 276 35 biomarker biomarker NOUN alkej-849 276 36 in in ADP alkej-849 276 37 the the DET alkej-849 276 38 early early ADJ alkej-849 276 39 detection detection NOUN alkej-849 276 40 and and CCONJ alkej-849 276 41 classification classification NOUN alkej-849 276 42 of of ADP alkej-849 276 43 dementia dementia NOUN alkej-849 276 44 , , PUNCT alkej-849 276 45 " " PUNCT alkej-849 276 46 the the DET alkej-849 276 47 scientific scientific ADJ alkej-849 276 48 world world NOUN alkej-849 276 49 journal journal NOUN alkej-849 276 50 , , PUNCT alkej-849 276 51 vol vol NOUN alkej-849 276 52 . . PROPN alkej-849 276 53 2014 2014 NUM alkej-849 276 54 , , PUNCT alkej-849 276 55 2014 2014 NUM alkej-849 276 56 . . PUNCT alkej-849 277 1 [ [ X alkej-849 277 2 7 7 X alkej-849 277 3 ] ] X alkej-849 277 4 e. e. PROPN alkej-849 277 5 h. h. PROPN alkej-849 277 6 houssein houssein PROPN alkej-849 277 7 , , PUNCT alkej-849 277 8 a. a. PROPN alkej-849 277 9 hammad hammad PROPN alkej-849 277 10 , , PUNCT alkej-849 277 11 and and CCONJ alkej-849 277 12 a. a. NOUN alkej-849 277 13 a. a. PROPN alkej-849 277 14 ali ali PROPN alkej-849 277 15 , , PUNCT alkej-849 277 16 " " PUNCT alkej-849 277 17 human human ADJ alkej-849 277 18 emotion emotion NOUN alkej-849 277 19 recognition recognition NOUN alkej-849 277 20 from from ADP alkej-849 277 21 eeg eeg NOUN alkej-849 277 22 - - PUNCT alkej-849 277 23 based base VERB alkej-849 277 24 brain brain NOUN alkej-849 277 25 โ€“ โ€“ PUNCT alkej-849 277 26 computer computer NOUN alkej-849 277 27 interface interface NOUN alkej-849 277 28 using use VERB alkej-849 277 29 machine machine NOUN alkej-849 277 30 learning learning NOUN alkej-849 277 31 : : PUNCT alkej-849 277 32 a a DET alkej-849 277 33 comprehensive comprehensive ADJ alkej-849 277 34 review review NOUN alkej-849 277 35 , , PUNCT alkej-849 277 36 " " PUNCT alkej-849 277 37 neural neural ADJ alkej-849 277 38 computing computing NOUN alkej-849 277 39 and and CCONJ alkej-849 277 40 applications application NOUN alkej-849 277 41 , , PUNCT alkej-849 277 42 vol vol NOUN alkej-849 277 43 . . PROPN alkej-849 277 44 34 34 NUM alkej-849 277 45 , , PUNCT alkej-849 277 46 pp pp ADJ alkej-849 277 47 . . PUNCT alkej-849 277 48 12527 12527 NUM alkej-849 277 49 - - SYM alkej-849 277 50 12557 12557 NUM alkej-849 277 51 , , PUNCT alkej-849 277 52 2022 2022 NUM alkej-849 277 53 . . PUNCT alkej-849 278 1 [ [ X alkej-849 278 2 8 8 NUM alkej-849 278 3 ] ] X alkej-849 278 4 n. n. PROPN alkej-849 278 5 k. k. PROPN alkej-849 278 6 al al PROPN alkej-849 278 7 - - PUNCT alkej-849 278 8 qazzaz qazzaz PROPN alkej-849 278 9 , , PUNCT alkej-849 278 10 s. s. PROPN alkej-849 278 11 hamid hamid PROPN alkej-849 278 12 bin bin PROPN alkej-849 278 13 mohd mohd PROPN alkej-849 278 14 ali ali PROPN alkej-849 278 15 , , PUNCT alkej-849 278 16 s. s. PROPN alkej-849 278 17 a. a. PROPN alkej-849 278 18 ahmad ahmad PROPN alkej-849 278 19 , , PUNCT alkej-849 278 20 m. m. PROPN alkej-849 278 21 s. s. PROPN alkej-849 278 22 islam islam PROPN alkej-849 278 23 , , PUNCT alkej-849 278 24 and and CCONJ alkej-849 278 25 j. j. PROPN alkej-849 278 26 escudero escudero PROPN alkej-849 278 27 , , PUNCT alkej-849 278 28 " " PUNCT alkej-849 278 29 automatic automatic ADJ alkej-849 278 30 artifact artifact NOUN alkej-849 278 31 removal removal NOUN alkej-849 278 32 in in ADP alkej-849 278 33 eeg eeg PROPN alkej-849 278 34 of of ADP alkej-849 278 35 normal normal ADJ alkej-849 278 36 and and CCONJ alkej-849 278 37 demented demented ADJ alkej-849 278 38 individuals individual NOUN alkej-849 278 39 using use VERB alkej-849 278 40 ica ica PROPN alkej-849 278 41 โ€“ โ€“ PUNCT alkej-849 278 42 wt wt X alkej-849 278 43 during during ADP alkej-849 278 44 working working NOUN alkej-849 278 45 memory memory NOUN alkej-849 278 46 tasks task NOUN alkej-849 278 47 , , PUNCT alkej-849 278 48 " " PUNCT alkej-849 278 49 sensors sensor NOUN alkej-849 278 50 , , PUNCT alkej-849 278 51 vol vol NOUN alkej-849 278 52 . . PROPN alkej-849 278 53 17 17 NUM alkej-849 278 54 , , PUNCT alkej-849 278 55 p. p. NOUN alkej-849 278 56 1326 1326 NUM alkej-849 278 57 , , PUNCT alkej-849 278 58 2017 2017 NUM alkej-849 278 59 . . PUNCT alkej-849 279 1 [ [ X alkej-849 279 2 9 9 NUM alkej-849 279 3 ] ] PUNCT alkej-849 279 4 m. m. NOUN alkej-849 279 5 kashefpoor kashefpoor PROPN alkej-849 279 6 , , PUNCT alkej-849 279 7 h. h. PROPN alkej-849 279 8 rabbani rabbani PROPN alkej-849 279 9 , , PUNCT alkej-849 279 10 and and CCONJ alkej-849 279 11 m. m. NOUN alkej-849 279 12 barekatain barekatain PROPN alkej-849 279 13 , , PUNCT alkej-849 279 14 " " PUNCT alkej-849 279 15 automatic automatic ADJ alkej-849 279 16 diagnosis diagnosis NOUN alkej-849 279 17 of of ADP alkej-849 279 18 mild mild ADJ alkej-849 279 19 cognitive cognitive ADJ alkej-849 279 20 impairment impairment NOUN alkej-849 279 21 using use VERB alkej-849 279 22 electroencephalogram electroencephalogram NOUN alkej-849 279 23 spectral spectral ADJ alkej-849 279 24 features feature NOUN alkej-849 279 25 , , PUNCT alkej-849 279 26 " " PUNCT alkej-849 279 27 journal journal NOUN alkej-849 279 28 of of ADP alkej-849 279 29 medical medical ADJ alkej-849 279 30 signals signal NOUN alkej-849 279 31 and and CCONJ alkej-849 279 32 sensors sensor NOUN alkej-849 279 33 , , PUNCT alkej-849 279 34 vol vol NOUN alkej-849 279 35 . . PROPN alkej-849 279 36 6 6 NUM alkej-849 279 37 , , PUNCT alkej-849 279 38 p. p. NOUN alkej-849 279 39 25 25 NUM alkej-849 279 40 , , PUNCT alkej-849 279 41 2016 2016 NUM alkej-849 279 42 . . PUNCT alkej-849 280 1 [ [ X alkej-849 280 2 10 10 NUM alkej-849 280 3 ] ] X alkej-849 280 4 n. n. PROPN alkej-849 280 5 sharma sharma PROPN alkej-849 280 6 , , PUNCT alkej-849 280 7 m. m. NOUN alkej-849 280 8 kolekar kolekar PROPN alkej-849 280 9 , , PUNCT alkej-849 280 10 k. k. PROPN alkej-849 280 11 jha jha PROPN alkej-849 280 12 , , PUNCT alkej-849 280 13 and and CCONJ alkej-849 280 14 y. y. PROPN alkej-849 280 15 kumar kumar PROPN alkej-849 280 16 , , PUNCT alkej-849 280 17 " " PUNCT alkej-849 280 18 eeg eeg X alkej-849 280 19 and and CCONJ alkej-849 280 20 cognitive cognitive ADJ alkej-849 280 21 biomarkers biomarker NOUN alkej-849 280 22 based base VERB alkej-849 280 23 mild mild ADJ alkej-849 280 24 cognitive cognitive ADJ alkej-849 280 25 impairment impairment ADJ alkej-849 280 26 diagnosis diagnosis NOUN alkej-849 280 27 , , PUNCT alkej-849 280 28 " " PUNCT alkej-849 280 29 irbm irbm NOUN alkej-849 280 30 , , PUNCT alkej-849 280 31 vol vol NOUN alkej-849 280 32 . . PROPN alkej-849 280 33 40 40 NUM alkej-849 280 34 , , PUNCT alkej-849 280 35 pp pp ADJ alkej-849 280 36 . . PUNCT alkej-849 281 1 113 113 NUM alkej-849 281 2 - - SYM alkej-849 281 3 121 121 NUM alkej-849 281 4 , , PUNCT alkej-849 281 5 2019 2019 NUM alkej-849 281 6 . . PUNCT alkej-849 282 1 [ [ X alkej-849 282 2 11 11 NUM alkej-849 282 3 ] ] PUNCT alkej-849 282 4 p. p. NOUN alkej-849 282 5 durongbhan durongbhan NOUN alkej-849 282 6 , , PUNCT alkej-849 282 7 y. y. PROPN alkej-849 282 8 zhao zhao PROPN alkej-849 282 9 , , PUNCT alkej-849 282 10 l. l. PROPN alkej-849 282 11 chen chen PROPN alkej-849 282 12 , , PUNCT alkej-849 282 13 p. p. NOUN alkej-849 282 14 zis zis PROPN alkej-849 282 15 , , PUNCT alkej-849 282 16 m. m. PROPN alkej-849 282 17 de de PROPN alkej-849 282 18 marco marco PROPN alkej-849 282 19 , , PUNCT alkej-849 282 20 z. z. PROPN alkej-849 282 21 c. c. PROPN alkej-849 282 22 unwin unwin PROPN alkej-849 282 23 , , PUNCT alkej-849 282 24 et et PROPN alkej-849 282 25 al al PROPN alkej-849 282 26 . . PROPN alkej-849 282 27 , , PUNCT alkej-849 282 28 " " PUNCT alkej-849 282 29 a a DET alkej-849 282 30 dementia dementia NOUN alkej-849 282 31 classification classification NOUN alkej-849 282 32 framework framework NOUN alkej-849 282 33 using use VERB alkej-849 282 34 frequency frequency NOUN alkej-849 282 35 and and CCONJ alkej-849 282 36 time time NOUN alkej-849 282 37 - - PUNCT alkej-849 282 38 frequency frequency NOUN alkej-849 282 39 features feature NOUN alkej-849 282 40 based base VERB alkej-849 282 41 on on ADP alkej-849 282 42 eeg eeg NOUN alkej-849 282 43 signals signal NOUN alkej-849 282 44 , , PUNCT alkej-849 282 45 " " PUNCT alkej-849 282 46 ieee ieee NOUN alkej-849 282 47 transactions transaction NOUN alkej-849 282 48 on on ADP alkej-849 282 49 neural neural ADJ alkej-849 282 50 systems system NOUN alkej-849 282 51 and and CCONJ alkej-849 282 52 rehabilitation rehabilitation NOUN alkej-849 282 53 engineering engineering NOUN alkej-849 282 54 , , PUNCT alkej-849 282 55 vol vol NOUN alkej-849 282 56 . . PROPN alkej-849 282 57 27 27 NUM alkej-849 282 58 , , PUNCT alkej-849 282 59 pp pp ADJ alkej-849 282 60 . . PUNCT alkej-849 282 61 826 826 NUM alkej-849 282 62 - - SYM alkej-849 282 63 835 835 NUM alkej-849 282 64 , , PUNCT alkej-849 282 65 2019 2019 NUM alkej-849 282 66 . . PUNCT alkej-849 283 1 [ [ X alkej-849 283 2 12 12 NUM alkej-849 283 3 ] ] PUNCT alkej-849 283 4 a. a. PROPN alkej-849 283 5 h. h. PROPN alkej-849 283 6 h. h. PROPN alkej-849 283 7 al al PROPN alkej-849 283 8 - - PUNCT alkej-849 283 9 nuaimi nuaimi PROPN alkej-849 283 10 , , PUNCT alkej-849 283 11 e. e. PROPN alkej-849 283 12 jammeh jammeh PROPN alkej-849 283 13 , , PUNCT alkej-849 283 14 l. l. PROPN alkej-849 283 15 sun sun PROPN alkej-849 283 16 , , PUNCT alkej-849 283 17 and and CCONJ alkej-849 283 18 e. e. PROPN alkej-849 283 19 ifeachor ifeachor PROPN alkej-849 283 20 , , PUNCT alkej-849 283 21 " " PUNCT alkej-849 283 22 complexity complexity NOUN alkej-849 283 23 measures measure NOUN alkej-849 283 24 for for ADP alkej-849 283 25 quantifying quantify VERB alkej-849 283 26 changes change NOUN alkej-849 283 27 in in ADP alkej-849 283 28 electroencephalogram electroencephalogram NOUN alkej-849 283 29 in in ADP alkej-849 283 30 alzheimer alzheimer PROPN alkej-849 283 31 โ€™s โ€™s PART alkej-849 283 32 disease disease NOUN alkej-849 283 33 , , PUNCT alkej-849 283 34 " " PUNCT alkej-849 283 35 complexity complexity NOUN alkej-849 283 36 , , PUNCT alkej-849 283 37 vol vol NOUN alkej-849 283 38 . . NOUN alkej-849 283 39 2018 2018 NUM alkej-849 283 40 , , PUNCT alkej-849 283 41 2018 2018 NUM alkej-849 283 42 . . PUNCT alkej-849 284 1 [ [ X alkej-849 284 2 13 13 NUM alkej-849 284 3 ] ] X alkej-849 284 4 n. n. PROPN alkej-849 284 5 k. k. PROPN alkej-849 284 6 al al PROPN alkej-849 284 7 - - PUNCT alkej-849 284 8 qazzaz qazzaz PROPN alkej-849 284 9 , , PUNCT alkej-849 284 10 m. m. PROPN alkej-849 284 11 k. k. PROPN alkej-849 284 12 sabir sabir PROPN alkej-849 284 13 , , PUNCT alkej-849 284 14 a. a. PROPN alkej-849 284 15 h. h. PROPN alkej-849 284 16 altimemy altimemy PROPN alkej-849 284 17 , , PUNCT alkej-849 284 18 and and CCONJ alkej-849 284 19 k. k. PROPN alkej-849 284 20 grammer grammer PROPN alkej-849 284 21 , , PUNCT alkej-849 284 22 " " PUNCT alkej-849 284 23 an an DET alkej-849 284 24 integrated integrate VERB alkej-849 284 25 entropy entropy NOUN alkej-849 284 26 - - ADJ alkej-849 284 27 spatial spatial ADJ alkej-849 284 28 framework framework NOUN alkej-849 284 29 for for ADP alkej-849 284 30 automatic automatic ADJ alkej-849 284 31 gender gender NOUN alkej-849 284 32 recognition recognition NOUN alkej-849 284 33 enhancement enhancement NOUN alkej-849 284 34 of of ADP alkej-849 284 35 emotionbased emotionbased ADJ alkej-849 284 36 eegs eeg NOUN alkej-849 284 37 , , PUNCT alkej-849 284 38 " " PUNCT alkej-849 284 39 medical medical ADJ alkej-849 284 40 & & CCONJ alkej-849 284 41 biological biological ADJ alkej-849 284 42 engineering engineering PROPN alkej-849 284 43 & & CCONJ alkej-849 284 44 computing computing PROPN alkej-849 284 45 , , PUNCT alkej-849 284 46 pp pp ADJ alkej-849 284 47 . . PUNCT alkej-849 285 1 1 1 NUM alkej-849 285 2 - - SYM alkej-849 285 3 20 20 NUM alkej-849 285 4 , , PUNCT alkej-849 285 5 2022 2022 NUM alkej-849 285 6 . . PUNCT alkej-849 286 1 [ [ X alkej-849 286 2 14 14 NUM alkej-849 286 3 ] ] X alkej-849 286 4 m. m. NOUN alkej-849 286 5 ลŸeker ลŸeker PROPN alkej-849 286 6 , , PUNCT alkej-849 286 7 y. y. PROPN alkej-849 286 8 รถzbek รถzbek PROPN alkej-849 286 9 , , PUNCT alkej-849 286 10 g. g. PROPN alkej-849 286 11 yener yener PROPN alkej-849 286 12 , , PUNCT alkej-849 286 13 and and CCONJ alkej-849 286 14 m. m. PROPN alkej-849 286 15 s. s. PROPN alkej-849 286 16 รถzerdem รถzerdem PROPN alkej-849 286 17 , , PUNCT alkej-849 286 18 " " PUNCT alkej-849 286 19 complexity complexity NOUN alkej-849 286 20 of of ADP alkej-849 286 21 eeg eeg NOUN alkej-849 286 22 dynamics dynamic NOUN alkej-849 286 23 for for ADP alkej-849 286 24 early early ADJ alkej-849 286 25 diagnosis diagnosis NOUN alkej-849 286 26 of of ADP alkej-849 286 27 alzheimer alzheimer PROPN alkej-849 286 28 's 's PART alkej-849 286 29 disease disease NOUN alkej-849 286 30 using use VERB alkej-849 286 31 permutation permutation NOUN alkej-849 286 32 entropy entropy NOUN alkej-849 286 33 neuromarker neuromarker NOUN alkej-849 286 34 , , PUNCT alkej-849 286 35 " " PUNCT alkej-849 286 36 computer computer NOUN alkej-849 286 37 methods method NOUN alkej-849 286 38 and and CCONJ alkej-849 286 39 programs program NOUN alkej-849 286 40 in in ADP alkej-849 286 41 biomedicine biomedicine NOUN alkej-849 286 42 , , PUNCT alkej-849 286 43 vol vol NOUN alkej-849 286 44 . . NOUN alkej-849 286 45 206 206 NUM alkej-849 286 46 , , PUNCT alkej-849 286 47 p. p. NOUN alkej-849 286 48 106116 106116 NUM alkej-849 286 49 , , PUNCT alkej-849 286 50 2021 2021 NUM alkej-849 286 51 . . PUNCT alkej-849 287 1 [ [ X alkej-849 287 2 15 15 NUM alkej-849 287 3 ] ] X alkej-849 287 4 s. s. PROPN alkej-849 287 5 j. j. PROPN alkej-849 287 6 ruiz ruiz PROPN alkej-849 287 7 - - PUNCT alkej-849 287 8 gรณmez gรณmez NOUN alkej-849 287 9 , , PUNCT alkej-849 287 10 c. c. PROPN alkej-849 287 11 gรณmez gรณmez PROPN alkej-849 287 12 , , PUNCT alkej-849 287 13 j. j. PROPN alkej-849 287 14 poza poza PROPN alkej-849 287 15 , , PUNCT alkej-849 287 16 g. g. PROPN alkej-849 287 17 c. c. PROPN alkej-849 287 18 gutiรฉrrez gutiรฉrrez PROPN alkej-849 287 19 - - PUNCT alkej-849 287 20 tobal tobal PROPN alkej-849 287 21 , , PUNCT alkej-849 287 22 m. m. NOUN alkej-849 287 23 a. a. PROPN alkej-849 287 24 tola tola PROPN alkej-849 287 25 - - PUNCT alkej-849 287 26 arribas arribas PROPN alkej-849 287 27 , , PUNCT alkej-849 287 28 m. m. NOUN alkej-849 287 29 cano cano PROPN alkej-849 287 30 , , PUNCT alkej-849 287 31 et et PROPN alkej-849 287 32 al al PROPN alkej-849 287 33 . . PROPN alkej-849 287 34 , , PUNCT alkej-849 287 35 " " PUNCT alkej-849 287 36 automated automate VERB alkej-849 287 37 multiclass multiclass ADJ alkej-849 287 38 classification classification NOUN alkej-849 287 39 of of ADP alkej-849 287 40 spontaneous spontaneous ADJ alkej-849 287 41 eeg eeg NOUN alkej-849 287 42 activity activity NOUN alkej-849 287 43 in in ADP alkej-849 287 44 alzheimer alzheimer PROPN alkej-849 287 45 โ€™s โ€™s PART alkej-849 287 46 disease disease NOUN alkej-849 287 47 and and CCONJ alkej-849 287 48 mild mild ADJ alkej-849 287 49 cognitive cognitive ADJ alkej-849 287 50 impairment impairment NOUN alkej-849 287 51 , , PUNCT alkej-849 287 52 " " PUNCT alkej-849 287 53 entropy entropy NOUN alkej-849 287 54 , , PUNCT alkej-849 287 55 vol vol NOUN alkej-849 287 56 . . PROPN alkej-849 287 57 20 20 NUM alkej-849 287 58 , , PUNCT alkej-849 287 59 p. p. NOUN alkej-849 287 60 35 35 NUM alkej-849 287 61 , , PUNCT alkej-849 287 62 2018 2018 NUM alkej-849 287 63 . . PUNCT alkej-849 288 1 [ [ X alkej-849 288 2 16 16 NUM alkej-849 288 3 ] ] X alkej-849 288 4 c. c. PROPN alkej-849 288 5 s. s. PROPN alkej-849 288 6 musaeus musaeus PROPN alkej-849 288 7 , , PUNCT alkej-849 288 8 k. k. PROPN alkej-849 288 9 engedal engedal PROPN alkej-849 288 10 , , PUNCT alkej-849 288 11 p. p. PROPN alkej-849 288 12 hรธgh hรธgh PROPN alkej-849 288 13 , , PUNCT alkej-849 288 14 v. v. ADP alkej-849 288 15 jelic jelic ADJ alkej-849 288 16 , , PUNCT alkej-849 288 17 m. m. NOUN alkej-849 288 18 mรธrup mรธrup NOUN alkej-849 288 19 , , PUNCT alkej-849 288 20 m. m. PROPN alkej-849 288 21 naik naik PROPN alkej-849 288 22 , , PUNCT alkej-849 288 23 et et PROPN alkej-849 288 24 al al PROPN alkej-849 288 25 . . PROPN alkej-849 288 26 , , PUNCT alkej-849 288 27 " " PUNCT alkej-849 288 28 eeg eeg NOUN alkej-849 288 29 theta theta NOUN alkej-849 288 30 power power NOUN alkej-849 288 31 is be AUX alkej-849 288 32 an an DET alkej-849 288 33 early early ADJ alkej-849 288 34 marker marker NOUN alkej-849 288 35 of of ADP alkej-849 288 36 cognitive cognitive ADJ alkej-849 288 37 decline decline NOUN alkej-849 288 38 in in ADP alkej-849 288 39 dementia dementia NOUN alkej-849 288 40 due due ADP alkej-849 288 41 to to ADP alkej-849 288 42 alzheimer alzheimer PROPN alkej-849 288 43 โ€™s โ€™s PART alkej-849 288 44 disease disease NOUN alkej-849 288 45 , , PUNCT alkej-849 288 46 " " PUNCT alkej-849 288 47 journal journal NOUN alkej-849 288 48 of of ADP alkej-849 288 49 alzheimer alzheimer PROPN alkej-849 288 50 's 's PART alkej-849 288 51 disease disease NOUN alkej-849 288 52 , , PUNCT alkej-849 288 53 vol vol NOUN alkej-849 288 54 . . PROPN alkej-849 288 55 64 64 NUM alkej-849 288 56 , , PUNCT alkej-849 288 57 pp pp ADJ alkej-849 288 58 . . PUNCT alkej-849 289 1 1359 1359 NUM alkej-849 289 2 - - SYM alkej-849 289 3 1371 1371 NUM alkej-849 289 4 , , PUNCT alkej-849 289 5 2018 2018 NUM alkej-849 289 6 . . PUNCT alkej-849 290 1 [ [ X alkej-849 290 2 17 17 NUM alkej-849 290 3 ] ] PUNCT alkej-849 290 4 j. j. PROPN alkej-849 290 5 e. e. PROPN alkej-849 290 6 santos santos PROPN alkej-849 290 7 toural toural PROPN alkej-849 290 8 , , PUNCT alkej-849 290 9 a. a. PROPN alkej-849 290 10 montoya montoya PROPN alkej-849 290 11 pedrรณn pedrรณn PROPN alkej-849 290 12 , , PUNCT alkej-849 290 13 and and CCONJ alkej-849 290 14 e. e. PROPN alkej-849 290 15 j. j. PROPN alkej-849 290 16 maraรฑรณn maraรฑรณn PROPN alkej-849 290 17 reyes reyes PROPN alkej-849 290 18 , , PUNCT alkej-849 290 19 " " PUNCT alkej-849 290 20 classification classification NOUN alkej-849 290 21 among among ADP alkej-849 290 22 healthy healthy ADJ alkej-849 290 23 , , PUNCT alkej-849 290 24 mild mild ADJ alkej-849 290 25 cognitive cognitive ADJ alkej-849 290 26 impairment impairment NOUN alkej-849 290 27 and and CCONJ alkej-849 290 28 alzheimer alzheimer PROPN alkej-849 290 29 โ€™s โ€™s PART alkej-849 290 30 disease disease NOUN alkej-849 290 31 subjects subject NOUN alkej-849 290 32 based base VERB alkej-849 290 33 on on ADP alkej-849 290 34 wavelet wavelet NOUN alkej-849 290 35 entropy entropy NOUN alkej-849 290 36 and and CCONJ alkej-849 290 37 relative relative ADJ alkej-849 290 38 beta beta NOUN alkej-849 290 39 and and CCONJ alkej-849 290 40 theta theta NOUN alkej-849 290 41 power power NOUN alkej-849 290 42 , , PUNCT alkej-849 290 43 " " PUNCT alkej-849 290 44 pattern pattern NOUN alkej-849 290 45 analysis analysis NOUN alkej-849 290 46 and and CCONJ alkej-849 290 47 applications application NOUN alkej-849 290 48 , , PUNCT alkej-849 290 49 vol vol NOUN alkej-849 290 50 . . PROPN alkej-849 290 51 24 24 NUM alkej-849 290 52 , , PUNCT alkej-849 290 53 pp pp ADJ alkej-849 290 54 . . PUNCT alkej-849 291 1 413 413 NUM alkej-849 291 2 - - SYM alkej-849 291 3 422 422 NUM alkej-849 291 4 , , PUNCT alkej-849 291 5 2021 2021 NUM alkej-849 291 6 . . PUNCT alkej-849 292 1 noor noor PROPN alkej-849 292 2 k. k. PROPN alkej-849 292 3 al al PROPN alkej-849 292 4 - - PUNCT alkej-849 292 5 qazzaz qazzaz PROPN alkej-849 292 6 al al PROPN alkej-849 292 7 - - PUNCT alkej-849 292 8 khwarizmi khwarizmi PROPN alkej-849 292 9 engineering engineering NOUN alkej-849 292 10 journal journal PROPN alkej-849 292 11 , , PUNCT alkej-849 292 12 vol vol NOUN alkej-849 292 13 . . PROPN alkej-849 292 14 19 19 NUM alkej-849 292 15 , , PUNCT alkej-849 292 16 no no INTJ alkej-849 292 17 . . NOUN alkej-849 292 18 4 4 NUM alkej-849 292 19 , , PUNCT alkej-849 292 20 p.p p.p PROPN alkej-849 292 21 . . NOUN alkej-849 292 22 2941(2023 2941(2023 NUM alkej-849 292 23 ) ) PUNCT alkej-849 292 24 39 39 NUM alkej-849 293 1 [ [ X alkej-849 293 2 18 18 NUM alkej-849 293 3 ] ] X alkej-849 293 4 b. b. PROPN alkej-849 293 5 oltu oltu PROPN alkej-849 293 6 , , PUNCT alkej-849 293 7 m. m. PROPN alkej-849 293 8 f. f. PROPN alkej-849 293 9 akลŸahin akลŸahin PROPN alkej-849 293 10 , , PUNCT alkej-849 293 11 and and CCONJ alkej-849 293 12 s. s. PROPN alkej-849 293 13 kibaroฤŸlu kibaroฤŸlu PROPN alkej-849 293 14 , , PUNCT alkej-849 293 15 " " PUNCT alkej-849 293 16 a a DET alkej-849 293 17 novel novel ADJ alkej-849 293 18 electroencephalography electroencephalography NOUN alkej-849 293 19 based base VERB alkej-849 293 20 approach approach NOUN alkej-849 293 21 for for ADP alkej-849 293 22 alzheimer alzheimer PROPN alkej-849 293 23 โ€™s โ€™s PART alkej-849 293 24 disease disease NOUN alkej-849 293 25 and and CCONJ alkej-849 293 26 mild mild ADJ alkej-849 293 27 cognitive cognitive ADJ alkej-849 293 28 impairment impairment NOUN alkej-849 293 29 detection detection NOUN alkej-849 293 30 , , PUNCT alkej-849 293 31 " " PUNCT alkej-849 293 32 biomedical biomedical ADJ alkej-849 293 33 signal signal NOUN alkej-849 293 34 processing processing NOUN alkej-849 293 35 and and CCONJ alkej-849 293 36 control control NOUN alkej-849 293 37 , , PUNCT alkej-849 293 38 vol vol NOUN alkej-849 293 39 . . PROPN alkej-849 293 40 63 63 NUM alkej-849 293 41 , , PUNCT alkej-849 293 42 p. p. NOUN alkej-849 293 43 102223 102223 NUM alkej-849 293 44 , , PUNCT alkej-849 293 45 2021 2021 NUM alkej-849 293 46 . . PUNCT alkej-849 294 1 [ [ X alkej-849 294 2 19 19 NUM alkej-849 294 3 ] ] PUNCT alkej-849 294 4 m. m. NOUN alkej-849 294 5 kavitamahajan kavitamahajan PROPN alkej-849 294 6 and and CCONJ alkej-849 294 7 m. m. PROPN alkej-849 294 8 s. s. PROPN alkej-849 294 9 m. m. PROPN alkej-849 294 10 rajput rajput PROPN alkej-849 294 11 , , PUNCT alkej-849 294 12 " " PUNCT alkej-849 294 13 a a DET alkej-849 294 14 comparative comparative ADJ alkej-849 294 15 study study NOUN alkej-849 294 16 of of ADP alkej-849 294 17 ann ann PROPN alkej-849 294 18 and and CCONJ alkej-849 294 19 svm svm VERB alkej-849 294 20 for for ADP alkej-849 294 21 eeg eeg NOUN alkej-849 294 22 classification classification NOUN alkej-849 294 23 , , PUNCT alkej-849 294 24 " " PUNCT alkej-849 294 25 international international ADJ alkej-849 294 26 journal journal NOUN alkej-849 294 27 of of ADP alkej-849 294 28 engineering engineering NOUN alkej-849 294 29 , , PUNCT alkej-849 294 30 vol vol NOUN alkej-849 294 31 . . PROPN alkej-849 294 32 1 1 NUM alkej-849 294 33 , , PUNCT alkej-849 294 34 2012 2012 NUM alkej-849 294 35 . . PUNCT alkej-849 295 1 [ [ X alkej-849 295 2 20 20 NUM alkej-849 295 3 ] ] X alkej-849 295 4 n. n. PROPN alkej-849 295 5 k. k. PROPN alkej-849 296 1 al al PROPN alkej-849 296 2 - - PUNCT alkej-849 296 3 qazzaz qazzaz PROPN alkej-849 296 4 , , PUNCT alkej-849 296 5 s. s. PROPN alkej-849 296 6 h. h. PROPN alkej-849 296 7 m. m. PROPN alkej-849 296 8 ali ali PROPN alkej-849 296 9 , , PUNCT alkej-849 296 10 and and CCONJ alkej-849 296 11 s. s. PROPN alkej-849 296 12 a. a. PROPN alkej-849 296 13 ahmad ahmad PROPN alkej-849 296 14 , , PUNCT alkej-849 296 15 " " PUNCT alkej-849 296 16 differential differential ADJ alkej-849 296 17 evolution evolution NOUN alkej-849 296 18 based base VERB alkej-849 296 19 channel channel NOUN alkej-849 296 20 selection selection NOUN alkej-849 296 21 algorithm algorithm NOUN alkej-849 296 22 on on ADP alkej-849 296 23 eeg eeg PROPN alkej-849 296 24 signal signal NOUN alkej-849 296 25 for for ADP alkej-849 296 26 early early ADJ alkej-849 296 27 detection detection NOUN alkej-849 296 28 of of ADP alkej-849 296 29 vascular vascular ADJ alkej-849 296 30 dementia dementia NOUN alkej-849 296 31 among among ADP alkej-849 296 32 stroke stroke NOUN alkej-849 296 33 survivors survivor NOUN alkej-849 296 34 , , PUNCT alkej-849 296 35 " " PUNCT alkej-849 296 36 in in ADP alkej-849 296 37 2018 2018 NUM alkej-849 296 38 ieeeembs ieeeembs ADJ alkej-849 296 39 conference conference NOUN alkej-849 296 40 on on ADP alkej-849 296 41 biomedical biomedical ADJ alkej-849 296 42 engineering engineering NOUN alkej-849 296 43 and and CCONJ alkej-849 296 44 sciences science NOUN alkej-849 296 45 ( ( PUNCT alkej-849 296 46 iecbes iecbe NOUN alkej-849 296 47 ) ) PUNCT alkej-849 296 48 , , PUNCT alkej-849 296 49 2018 2018 NUM alkej-849 296 50 , , PUNCT alkej-849 296 51 pp pp ADJ alkej-849 296 52 . . PUNCT alkej-849 297 1 239 239 NUM alkej-849 297 2 - - SYM alkej-849 297 3 244 244 NUM alkej-849 297 4 . . PUNCT alkej-849 298 1 [ [ X alkej-849 298 2 21 21 NUM alkej-849 298 3 ] ] PUNCT alkej-849 298 4 t. t. PROPN alkej-849 298 5 lan lan PROPN alkej-849 298 6 , , PUNCT alkej-849 298 7 d. d. PROPN alkej-849 298 8 erdogmus erdogmus PROPN alkej-849 298 9 , , PUNCT alkej-849 298 10 a. a. NOUN alkej-849 298 11 adami adami PROPN alkej-849 298 12 , , PUNCT alkej-849 298 13 s. s. PROPN alkej-849 298 14 mathan mathan PROPN alkej-849 298 15 , , PUNCT alkej-849 298 16 and and CCONJ alkej-849 298 17 m. m. NOUN alkej-849 298 18 pavel pavel PROPN alkej-849 298 19 , , PUNCT alkej-849 298 20 " " PUNCT alkej-849 298 21 channel channel NOUN alkej-849 298 22 selection selection NOUN alkej-849 298 23 and and CCONJ alkej-849 298 24 feature feature NOUN alkej-849 298 25 projection projection NOUN alkej-849 298 26 for for ADP alkej-849 298 27 cognitive cognitive ADJ alkej-849 298 28 load load NOUN alkej-849 298 29 estimation estimation NOUN alkej-849 298 30 using use VERB alkej-849 298 31 ambulatory ambulatory ADJ alkej-849 298 32 eeg eeg NOUN alkej-849 298 33 , , PUNCT alkej-849 298 34 " " PUNCT alkej-849 298 35 computational computational ADJ alkej-849 298 36 intelligence intelligence NOUN alkej-849 298 37 and and CCONJ alkej-849 298 38 neuroscience neuroscience NOUN alkej-849 298 39 , , PUNCT alkej-849 298 40 vol vol NOUN alkej-849 298 41 . . PROPN alkej-849 298 42 2007 2007 NUM alkej-849 298 43 , , PUNCT alkej-849 298 44 pp pp ADJ alkej-849 298 45 . . PUNCT alkej-849 298 46 8 8 NUM alkej-849 298 47 - - SYM alkej-849 298 48 8 8 NUM alkej-849 298 49 , , PUNCT alkej-849 298 50 2007 2007 NUM alkej-849 298 51 . . PUNCT alkej-849 299 1 [ [ X alkej-849 299 2 22 22 NUM alkej-849 299 3 ] ] PUNCT alkej-849 299 4 m. m. NOUN alkej-849 299 5 arvaneh arvaneh PROPN alkej-849 299 6 , , PUNCT alkej-849 299 7 c. c. PROPN alkej-849 299 8 guan guan PROPN alkej-849 299 9 , , PUNCT alkej-849 299 10 k. k. PROPN alkej-849 299 11 k. k. PROPN alkej-849 299 12 ang ang PROPN alkej-849 299 13 , , PUNCT alkej-849 299 14 and and CCONJ alkej-849 299 15 c. c. PROPN alkej-849 299 16 quek quek PROPN alkej-849 299 17 , , PUNCT alkej-849 299 18 " " PUNCT alkej-849 299 19 optimizing optimize VERB alkej-849 299 20 the the DET alkej-849 299 21 channel channel NOUN alkej-849 299 22 selection selection NOUN alkej-849 299 23 and and CCONJ alkej-849 299 24 classification classification NOUN alkej-849 299 25 accuracy accuracy NOUN alkej-849 299 26 in in ADP alkej-849 299 27 eeg eeg NOUN alkej-849 299 28 - - PUNCT alkej-849 299 29 based base VERB alkej-849 299 30 bci bci NOUN alkej-849 299 31 , , PUNCT alkej-849 299 32 " " PUNCT alkej-849 299 33 ieee ieee NOUN alkej-849 299 34 transactions transaction NOUN alkej-849 299 35 on on ADP alkej-849 299 36 biomedical biomedical ADJ alkej-849 299 37 engineering engineering NOUN alkej-849 299 38 , , PUNCT alkej-849 299 39 vol vol NOUN alkej-849 299 40 . . PROPN alkej-849 299 41 58 58 NUM alkej-849 299 42 , , PUNCT alkej-849 299 43 pp pp ADJ alkej-849 299 44 . . PUNCT alkej-849 300 1 1865 1865 NUM alkej-849 300 2 - - SYM alkej-849 300 3 1873 1873 NUM alkej-849 300 4 , , PUNCT alkej-849 300 5 2011 2011 NUM alkej-849 300 6 . . PUNCT alkej-849 301 1 [ [ X alkej-849 301 2 23 23 NUM alkej-849 301 3 ] ] PUNCT alkej-849 301 4 m. m. NOUN alkej-849 301 5 schrรถder schrรถder NOUN alkej-849 301 6 , , PUNCT alkej-849 301 7 t. t. PROPN alkej-849 301 8 n. n. PROPN alkej-849 301 9 lal lal PROPN alkej-849 301 10 , , PUNCT alkej-849 301 11 t. t. PROPN alkej-849 301 12 hinterberger hinterberger PROPN alkej-849 301 13 , , PUNCT alkej-849 301 14 m. m. NOUN alkej-849 301 15 bogdan bogdan PROPN alkej-849 301 16 , , PUNCT alkej-849 301 17 n. n. PROPN alkej-849 301 18 j. j. PROPN alkej-849 301 19 hill hill PROPN alkej-849 301 20 , , PUNCT alkej-849 301 21 n. n. PROPN alkej-849 301 22 birbaumer birbaumer PROPN alkej-849 301 23 , , PUNCT alkej-849 301 24 et et PROPN alkej-849 301 25 al al PROPN alkej-849 301 26 . . PROPN alkej-849 301 27 , , PUNCT alkej-849 301 28 " " PUNCT alkej-849 301 29 robust robust ADJ alkej-849 301 30 eeg eeg NOUN alkej-849 301 31 channel channel NOUN alkej-849 301 32 selection selection NOUN alkej-849 301 33 across across ADP alkej-849 301 34 subjects subject NOUN alkej-849 301 35 for for ADP alkej-849 301 36 brain brain NOUN alkej-849 301 37 - - PUNCT alkej-849 301 38 computer computer NOUN alkej-849 301 39 interfaces interface NOUN alkej-849 301 40 , , PUNCT alkej-849 301 41 " " PUNCT alkej-849 301 42 eurasip eurasip NOUN alkej-849 301 43 journal journal PROPN alkej-849 301 44 on on ADP alkej-849 301 45 applied apply VERB alkej-849 301 46 signal signal NOUN alkej-849 301 47 processing processing NOUN alkej-849 301 48 , , PUNCT alkej-849 301 49 vol vol NOUN alkej-849 301 50 . . PROPN alkej-849 301 51 2005 2005 NUM alkej-849 301 52 , , PUNCT alkej-849 301 53 pp pp ADJ alkej-849 301 54 . . PUNCT alkej-849 302 1 3103 3103 NUM alkej-849 302 2 - - SYM alkej-849 302 3 3112 3112 NUM alkej-849 302 4 , , PUNCT alkej-849 302 5 2005 2005 NUM alkej-849 302 6 . . PUNCT alkej-849 303 1 [ [ X alkej-849 303 2 24 24 NUM alkej-849 303 3 ] ] X alkej-849 303 4 n. n. PROPN alkej-849 303 5 k. k. PROPN alkej-849 304 1 al al PROPN alkej-849 304 2 - - PUNCT alkej-849 304 3 qazzaz qazzaz PROPN alkej-849 304 4 , , PUNCT alkej-849 304 5 m. m. PROPN alkej-849 304 6 k. k. PROPN alkej-849 304 7 sabir sabir PROPN alkej-849 304 8 , , PUNCT alkej-849 304 9 s. s. PROPN alkej-849 304 10 ali ali PROPN alkej-849 304 11 , , PUNCT alkej-849 304 12 s. s. PROPN alkej-849 304 13 a. a. PROPN alkej-849 304 14 ahmad ahmad PROPN alkej-849 304 15 , , PUNCT alkej-849 304 16 and and CCONJ alkej-849 304 17 k. k. PROPN alkej-849 304 18 grammer grammer PROPN alkej-849 304 19 , , PUNCT alkej-849 304 20 " " PUNCT alkej-849 304 21 effective effective ADJ alkej-849 304 22 eeg eeg NOUN alkej-849 304 23 channels channel NOUN alkej-849 304 24 for for ADP alkej-849 304 25 emotion emotion NOUN alkej-849 304 26 identification identification NOUN alkej-849 304 27 over over ADP alkej-849 304 28 the the DET alkej-849 304 29 brain brain NOUN alkej-849 304 30 regions region NOUN alkej-849 304 31 using use VERB alkej-849 304 32 differential differential ADJ alkej-849 304 33 evolution evolution NOUN alkej-849 304 34 algorithm algorithm NOUN alkej-849 304 35 , , PUNCT alkej-849 304 36 " " PUNCT alkej-849 304 37 in in ADP alkej-849 304 38 2019 2019 NUM alkej-849 304 39 41th 41th ADJ alkej-849 304 40 annual annual ADJ alkej-849 304 41 international international ADJ alkej-849 304 42 conference conference NOUN alkej-849 304 43 of of ADP alkej-849 304 44 the the DET alkej-849 304 45 ieee ieee NOUN alkej-849 304 46 engineering engineering NOUN alkej-849 304 47 in in ADP alkej-849 304 48 medicine medicine NOUN alkej-849 304 49 and and CCONJ alkej-849 304 50 biology biology NOUN alkej-849 304 51 society society NOUN alkej-849 304 52 ( ( PUNCT alkej-849 304 53 embc embc PROPN alkej-849 304 54 ) ) PUNCT alkej-849 304 55 , , PUNCT alkej-849 304 56 2019 2019 NUM alkej-849 304 57 . . PUNCT alkej-849 305 1 [ [ X alkej-849 305 2 25 25 NUM alkej-849 305 3 ] ] X alkej-849 305 4 n. n. PROPN alkej-849 305 5 k. k. PROPN alkej-849 306 1 al al PROPN alkej-849 306 2 - - PUNCT alkej-849 306 3 qazzaz qazzaz PROPN alkej-849 306 4 , , PUNCT alkej-849 306 5 s. s. PROPN alkej-849 306 6 h. h. PROPN alkej-849 306 7 b. b. PROPN alkej-849 306 8 m. m. PROPN alkej-849 306 9 ali ali PROPN alkej-849 306 10 , , PUNCT alkej-849 306 11 s. s. PROPN alkej-849 306 12 a. a. PROPN alkej-849 306 13 ahmad ahmad PROPN alkej-849 306 14 , , PUNCT alkej-849 306 15 and and CCONJ alkej-849 306 16 j. j. PROPN alkej-849 306 17 escudero escudero PROPN alkej-849 306 18 , , PUNCT alkej-849 306 19 " " PUNCT alkej-849 306 20 optimal optimal ADJ alkej-849 306 21 eeg eeg NOUN alkej-849 306 22 channel channel NOUN alkej-849 306 23 selection selection NOUN alkej-849 306 24 for for ADP alkej-849 306 25 vascular vascular ADJ alkej-849 306 26 dementia dementia NOUN alkej-849 306 27 identification identification NOUN alkej-849 306 28 using use VERB alkej-849 306 29 improved improve VERB alkej-849 306 30 binary binary ADJ alkej-849 306 31 gravitation gravitation NOUN alkej-849 306 32 search search NOUN alkej-849 306 33 algorithm algorithm NOUN alkej-849 306 34 , , PUNCT alkej-849 306 35 " " PUNCT alkej-849 306 36 in in ADP alkej-849 306 37 international international ADJ alkej-849 306 38 conference conference NOUN alkej-849 306 39 for for ADP alkej-849 306 40 innovation innovation NOUN alkej-849 306 41 in in ADP alkej-849 306 42 biomedical biomedical ADJ alkej-849 306 43 engineering engineering NOUN alkej-849 306 44 and and CCONJ alkej-849 306 45 life life NOUN alkej-849 306 46 sciences science NOUN alkej-849 306 47 , , PUNCT alkej-849 306 48 2017 2017 NUM alkej-849 306 49 , , PUNCT alkej-849 306 50 pp pp ADJ alkej-849 306 51 . . PUNCT alkej-849 307 1 125 125 NUM alkej-849 307 2 - - SYM alkej-849 307 3 130 130 NUM alkej-849 307 4 . . PUNCT alkej-849 308 1 [ [ X alkej-849 308 2 26 26 NUM alkej-849 308 3 ] ] X alkej-849 308 4 r. r. PROPN alkej-849 308 5 n. n. PROPN alkej-849 308 6 khushaba khushaba PROPN alkej-849 308 7 , , PUNCT alkej-849 308 8 s. s. PROPN alkej-849 308 9 kodagoda kodagoda PROPN alkej-849 308 10 , , PUNCT alkej-849 308 11 d. d. PROPN alkej-849 308 12 liu liu PROPN alkej-849 308 13 , , PUNCT alkej-849 308 14 and and CCONJ alkej-849 308 15 g. g. PROPN alkej-849 308 16 dissanayake dissanayake PROPN alkej-849 308 17 , , PUNCT alkej-849 308 18 " " PUNCT alkej-849 308 19 electromyogram electromyogram NOUN alkej-849 308 20 ( ( PUNCT alkej-849 308 21 emg emg NOUN alkej-849 308 22 ) ) PUNCT alkej-849 308 23 based base VERB alkej-849 308 24 fingers finger NOUN alkej-849 308 25 movement movement PROPN alkej-849 308 26 recognition recognition NOUN alkej-849 308 27 using use VERB alkej-849 308 28 neighborhood neighborhood NOUN alkej-849 308 29 preserving preserve VERB alkej-849 308 30 analysis analysis NOUN alkej-849 308 31 with with ADP alkej-849 308 32 qrdecomposition qrdecomposition NOUN alkej-849 308 33 , , PUNCT alkej-849 308 34 " " PUNCT alkej-849 308 35 in in ADP alkej-849 308 36 intelligent intelligent ADJ alkej-849 308 37 sensors sensor NOUN alkej-849 308 38 , , PUNCT alkej-849 308 39 sensor sensor NOUN alkej-849 308 40 networks network NOUN alkej-849 308 41 and and CCONJ alkej-849 308 42 information information NOUN alkej-849 308 43 processing processing NOUN alkej-849 308 44 ( ( PUNCT alkej-849 308 45 issnip issnip PROPN alkej-849 308 46 ) ) PUNCT alkej-849 308 47 , , PUNCT alkej-849 308 48 2011 2011 NUM alkej-849 308 49 seventh seventh ADJ alkej-849 308 50 international international ADJ alkej-849 308 51 conference conference NOUN alkej-849 308 52 on on ADP alkej-849 308 53 , , PUNCT alkej-849 308 54 2011 2011 NUM alkej-849 308 55 , , PUNCT alkej-849 308 56 pp pp ADJ alkej-849 308 57 . . PUNCT alkej-849 309 1 1 1 NUM alkej-849 309 2 - - SYM alkej-849 309 3 105 105 NUM alkej-849 309 4 . . PUNCT alkej-849 310 1 [ [ X alkej-849 310 2 27 27 NUM alkej-849 310 3 ] ] X alkej-849 310 4 n. n. PROPN alkej-849 310 5 k. k. PROPN alkej-849 311 1 al al PROPN alkej-849 311 2 - - PUNCT alkej-849 311 3 qazzaz qazzaz PROPN alkej-849 311 4 , , PUNCT alkej-849 311 5 s. s. PROPN alkej-849 311 6 ali ali PROPN alkej-849 311 7 , , PUNCT alkej-849 311 8 s. s. PROPN alkej-849 311 9 a. a. PROPN alkej-849 311 10 ahmad ahmad PROPN alkej-849 311 11 , , PUNCT alkej-849 311 12 and and CCONJ alkej-849 311 13 j. j. PROPN alkej-849 311 14 escudero escudero PROPN alkej-849 311 15 , , PUNCT alkej-849 311 16 " " PUNCT alkej-849 311 17 classification classification NOUN alkej-849 311 18 enhancement enhancement NOUN alkej-849 311 19 for for ADP alkej-849 311 20 post post ADJ alkej-849 311 21 - - ADJ alkej-849 311 22 stroke stroke ADJ alkej-849 311 23 dementia dementia NOUN alkej-849 311 24 using use VERB alkej-849 311 25 fuzzy fuzzy ADJ alkej-849 311 26 neighborhood neighborhood NOUN alkej-849 311 27 preserving preserve VERB alkej-849 311 28 analysis analysis NOUN alkej-849 311 29 with with ADP alkej-849 311 30 qrdecomposition qrdecomposition NOUN alkej-849 311 31 , , PUNCT alkej-849 311 32 " " PUNCT alkej-849 311 33 in in ADP alkej-849 311 34 2017 2017 NUM alkej-849 311 35 39th 39th ADJ alkej-849 311 36 annual annual ADJ alkej-849 311 37 international international ADJ alkej-849 311 38 conference conference NOUN alkej-849 311 39 of of ADP alkej-849 311 40 the the DET alkej-849 311 41 ieee ieee NOUN alkej-849 311 42 engineering engineering NOUN alkej-849 311 43 in in ADP alkej-849 311 44 medicine medicine NOUN alkej-849 311 45 and and CCONJ alkej-849 311 46 biology biology NOUN alkej-849 311 47 society society NOUN alkej-849 311 48 ( ( PUNCT alkej-849 311 49 embc embc PROPN alkej-849 311 50 ) ) PUNCT alkej-849 311 51 , , PUNCT alkej-849 311 52 2017 2017 NUM alkej-849 311 53 , , PUNCT alkej-849 311 54 pp pp ADJ alkej-849 311 55 . . PUNCT alkej-849 312 1 3174 3174 NUM alkej-849 312 2 - - SYM alkej-849 312 3 3177 3177 NUM alkej-849 312 4 . . PUNCT alkej-849 313 1 [ [ X alkej-849 313 2 28 28 NUM alkej-849 313 3 ] ] X alkej-849 313 4 n. n. PROPN alkej-849 313 5 k. k. PROPN alkej-849 314 1 al al PROPN alkej-849 314 2 - - PUNCT alkej-849 314 3 qazzaz qazzaz PROPN alkej-849 314 4 , , PUNCT alkej-849 314 5 s. s. PROPN alkej-849 314 6 ali ali PROPN alkej-849 314 7 , , PUNCT alkej-849 314 8 s. s. PROPN alkej-849 314 9 islam islam PROPN alkej-849 314 10 , , PUNCT alkej-849 314 11 s. s. PROPN alkej-849 314 12 ahmad ahmad PROPN alkej-849 314 13 , , PUNCT alkej-849 314 14 and and CCONJ alkej-849 314 15 j. j. PROPN alkej-849 314 16 escudero escudero PROPN alkej-849 314 17 , , PUNCT alkej-849 314 18 " " PUNCT alkej-849 314 19 eeg eeg PROPN alkej-849 314 20 wavelet wavelet NOUN alkej-849 314 21 spectral spectral ADJ alkej-849 314 22 analysis analysis NOUN alkej-849 314 23 during during ADP alkej-849 314 24 a a DET alkej-849 314 25 working work VERB alkej-849 314 26 memory memory NOUN alkej-849 314 27 tasks task NOUN alkej-849 314 28 in in ADP alkej-849 314 29 stroke stroke NOUN alkej-849 314 30 - - PUNCT alkej-849 314 31 related relate VERB alkej-849 314 32 mild mild ADJ alkej-849 314 33 cognitive cognitive ADJ alkej-849 314 34 impairment impairment NOUN alkej-849 314 35 patients patient NOUN alkej-849 314 36 , , PUNCT alkej-849 314 37 " " PUNCT alkej-849 314 38 in in ADP alkej-849 314 39 international international ADJ alkej-849 314 40 conference conference NOUN alkej-849 314 41 for for ADP alkej-849 314 42 innovation innovation NOUN alkej-849 314 43 in in ADP alkej-849 314 44 biomedical biomedical ADJ alkej-849 314 45 engineering engineering NOUN alkej-849 314 46 and and CCONJ alkej-849 314 47 life life NOUN alkej-849 314 48 sciences science NOUN alkej-849 314 49 , , PUNCT alkej-849 314 50 2016 2016 NUM alkej-849 314 51 , , PUNCT alkej-849 314 52 pp pp ADP alkej-849 314 53 . . PUNCT alkej-849 315 1 82 82 NUM alkej-849 315 2 - - SYM alkej-849 315 3 85 85 NUM alkej-849 315 4 . . PUNCT alkej-849 316 1 [ [ X alkej-849 316 2 29 29 NUM alkej-849 316 3 ] ] PUNCT alkej-849 316 4 z. z. PROPN alkej-849 316 5 german german PROPN alkej-849 316 6 - - PUNCT alkej-849 316 7 sallo sallo PROPN alkej-849 316 8 and and CCONJ alkej-849 316 9 c. c. PROPN alkej-849 316 10 ciufudean ciufudean PROPN alkej-849 316 11 , , PUNCT alkej-849 316 12 " " PUNCT alkej-849 316 13 waveform waveform NOUN alkej-849 316 14 - - PUNCT alkej-849 316 15 adapted adapt VERB alkej-849 316 16 wavelet wavelet NOUN alkej-849 316 17 denoising denoising NOUN alkej-849 316 18 of of ADP alkej-849 316 19 ecg ecg PROPN alkej-849 316 20 signals signal NOUN alkej-849 316 21 . . PUNCT alkej-849 316 22 " " PUNCT alkej-849 317 1 [ [ X alkej-849 317 2 30 30 NUM alkej-849 317 3 ] ] PUNCT alkej-849 317 4 a. a. NOUN alkej-849 317 5 shoeb shoeb PROPN alkej-849 317 6 and and CCONJ alkej-849 317 7 g. g. PROPN alkej-849 317 8 cliord cliord PROPN alkej-849 317 9 , , PUNCT alkej-849 317 10 " " PUNCT alkej-849 317 11 chapter chapter NOUN alkej-849 317 12 16 16 NUM alkej-849 317 13 wavelets wavelet NOUN alkej-849 317 14 ; ; PUNCT alkej-849 317 15 multiscale multiscale ADJ alkej-849 317 16 activity activity NOUN alkej-849 317 17 in in ADP alkej-849 317 18 physiological physiological ADJ alkej-849 317 19 signals signal NOUN alkej-849 317 20 , , PUNCT alkej-849 317 21 " " PUNCT alkej-849 317 22 in in ADP alkej-849 317 23 biomedical biomedical ADJ alkej-849 317 24 signal signal NOUN alkej-849 317 25 and and CCONJ alkej-849 317 26 image image NOUN alkej-849 317 27 processing processing NOUN alkej-849 317 28 , , PUNCT alkej-849 317 29 ed ed NOUN alkej-849 317 30 , , PUNCT alkej-849 317 31 2005 2005 NUM alkej-849 317 32 . . PUNCT alkej-849 318 1 [ [ X alkej-849 318 2 31 31 NUM alkej-849 318 3 ] ] PUNCT alkej-849 318 4 j. j. PROPN alkej-849 318 5 escudero escudero PROPN alkej-849 318 6 , , PUNCT alkej-849 318 7 r. r. PROPN alkej-849 318 8 hornero hornero PROPN alkej-849 318 9 , , PUNCT alkej-849 318 10 d. d. PROPN alkej-849 318 11 abรกsolo abรกsolo PROPN alkej-849 318 12 , , PUNCT alkej-849 318 13 and and CCONJ alkej-849 318 14 a. a. NOUN alkej-849 318 15 fernรกndez fernรกndez PROPN alkej-849 318 16 , , PUNCT alkej-849 318 17 " " PUNCT alkej-849 318 18 blind blind ADJ alkej-849 318 19 source source NOUN alkej-849 318 20 separation separation NOUN alkej-849 318 21 to to PART alkej-849 318 22 enhance enhance VERB alkej-849 318 23 spectral spectral ADJ alkej-849 318 24 and and CCONJ alkej-849 318 25 non non ADJ alkej-849 318 26 - - ADJ alkej-849 318 27 linear linear ADJ alkej-849 318 28 features feature NOUN alkej-849 318 29 of of ADP alkej-849 318 30 magnetoencephalogram magnetoencephalogram NOUN alkej-849 318 31 recordings recording NOUN alkej-849 318 32 . . PUNCT alkej-849 319 1 application application NOUN alkej-849 319 2 to to ADP alkej-849 319 3 alzheimer alzheimer PROPN alkej-849 319 4 's 's PART alkej-849 319 5 disease disease NOUN alkej-849 319 6 , , PUNCT alkej-849 319 7 " " PUNCT alkej-849 319 8 medical medical ADJ alkej-849 319 9 engineering engineering PROPN alkej-849 319 10 & & CCONJ alkej-849 319 11 physics physics PROPN alkej-849 319 12 , , PUNCT alkej-849 319 13 vol vol NOUN alkej-849 319 14 . . PROPN alkej-849 319 15 31 31 NUM alkej-849 319 16 , , PUNCT alkej-849 319 17 pp pp ADJ alkej-849 319 18 . . PUNCT alkej-849 319 19 872 872 NUM alkej-849 319 20 - - SYM alkej-849 319 21 879 879 NUM alkej-849 319 22 , , PUNCT alkej-849 319 23 2009 2009 NUM alkej-849 319 24 . . PUNCT alkej-849 320 1 [ [ X alkej-849 320 2 32 32 NUM alkej-849 320 3 ] ] PUNCT alkej-849 320 4 j. j. PROPN alkej-849 320 5 escudero escudero PROPN alkej-849 320 6 rodrรญguez rodrรญguez PROPN alkej-849 320 7 , , PUNCT alkej-849 320 8 " " PUNCT alkej-849 320 9 applications application NOUN alkej-849 320 10 of of ADP alkej-849 320 11 blind blind ADJ alkej-849 320 12 source source NOUN alkej-849 320 13 separation separation NOUN alkej-849 320 14 to to ADP alkej-849 320 15 the the DET alkej-849 320 16 magnetoencephalogram magnetoencephalogram PROPN alkej-849 320 17 background background NOUN alkej-849 320 18 activity activity NOUN alkej-849 320 19 in in ADP alkej-849 320 20 alzheimer alzheimer PROPN alkej-849 320 21 's 's PART alkej-849 320 22 disease disease NOUN alkej-849 320 23 , , PUNCT alkej-849 320 24 " " PUNCT alkej-849 320 25 universidad universidad PROPN alkej-849 320 26 de de PROPN alkej-849 320 27 valladolid valladolid PROPN alkej-849 320 28 , , PUNCT alkej-849 320 29 2010 2010 NUM alkej-849 320 30 . . PUNCT alkej-849 321 1 [ [ X alkej-849 321 2 33 33 NUM alkej-849 321 3 ] ] PUNCT alkej-849 321 4 r. r. PROPN alkej-849 321 5 hornero hornero PROPN alkej-849 321 6 , , PUNCT alkej-849 321 7 j. j. PROPN alkej-849 321 8 escudero escudero PROPN alkej-849 321 9 , , PUNCT alkej-849 321 10 a. a. PROPN alkej-849 321 11 fernรกndez fernรกndez PROPN alkej-849 321 12 , , PUNCT alkej-849 321 13 j. j. PROPN alkej-849 321 14 poza poza PROPN alkej-849 321 15 , , PUNCT alkej-849 321 16 and and CCONJ alkej-849 321 17 c. c. PROPN alkej-849 321 18 gรณmez gรณmez NOUN alkej-849 321 19 , , PUNCT alkej-849 321 20 " " PUNCT alkej-849 321 21 spectral spectral ADJ alkej-849 321 22 and and CCONJ alkej-849 321 23 nonlinear nonlinear ADJ alkej-849 321 24 analyses analysis NOUN alkej-849 321 25 of of ADP alkej-849 321 26 meg meg NOUN alkej-849 321 27 background background NOUN alkej-849 321 28 activity activity NOUN alkej-849 321 29 in in ADP alkej-849 321 30 patients patient NOUN alkej-849 321 31 with with ADP alkej-849 321 32 alzheimer alzheimer PROPN alkej-849 321 33 's 's PART alkej-849 321 34 disease disease NOUN alkej-849 321 35 , , PUNCT alkej-849 321 36 " " PUNCT alkej-849 321 37 biomedical biomedical ADJ alkej-849 321 38 engineering engineering NOUN alkej-849 321 39 , , PUNCT alkej-849 321 40 ieee ieee NOUN alkej-849 321 41 transactions transaction NOUN alkej-849 321 42 on on ADP alkej-849 321 43 , , PUNCT alkej-849 321 44 vol vol NOUN alkej-849 321 45 . . PROPN alkej-849 321 46 55 55 NUM alkej-849 321 47 , , PUNCT alkej-849 321 48 pp pp ADJ alkej-849 321 49 . . PUNCT alkej-849 322 1 1658 1658 NUM alkej-849 322 2 - - SYM alkej-849 322 3 1665 1665 NUM alkej-849 322 4 , , PUNCT alkej-849 322 5 2008 2008 NUM alkej-849 322 6 . . PUNCT alkej-849 323 1 [ [ X alkej-849 323 2 34 34 NUM alkej-849 323 3 ] ] PUNCT alkej-849 323 4 j. j. PROPN alkej-849 323 5 s. s. PROPN alkej-849 323 6 richman richman PROPN alkej-849 323 7 and and CCONJ alkej-849 323 8 j. j. PROPN alkej-849 323 9 r. r. PROPN alkej-849 323 10 moorman moorman PROPN alkej-849 323 11 , , PUNCT alkej-849 323 12 " " PUNCT alkej-849 323 13 physiological physiological ADJ alkej-849 323 14 time time NOUN alkej-849 323 15 - - PUNCT alkej-849 323 16 series series NOUN alkej-849 323 17 analysis analysis NOUN alkej-849 323 18 using use VERB alkej-849 323 19 approximate approximate ADJ alkej-849 323 20 entropy entropy NOUN alkej-849 323 21 and and CCONJ alkej-849 323 22 sample sample NOUN alkej-849 323 23 entropy entropy PROPN alkej-849 323 24 , , PUNCT alkej-849 323 25 " " PUNCT alkej-849 323 26 american american ADJ alkej-849 323 27 journal journal PROPN alkej-849 323 28 of of ADP alkej-849 323 29 physiology physiology NOUN alkej-849 323 30 - - PUNCT alkej-849 323 31 heart heart NOUN alkej-849 323 32 and and CCONJ alkej-849 323 33 circulatory circulatory ADJ alkej-849 323 34 physiology physiology NOUN alkej-849 323 35 , , PUNCT alkej-849 323 36 vol vol NOUN alkej-849 323 37 . . PROPN alkej-849 323 38 278 278 NUM alkej-849 323 39 , , PUNCT alkej-849 323 40 pp pp ADJ alkej-849 323 41 . . PUNCT alkej-849 324 1 h2039h2049 h2039h2049 PROPN alkej-849 324 2 , , PUNCT alkej-849 324 3 2000 2000 NUM alkej-849 324 4 . . PUNCT alkej-849 325 1 [ [ X alkej-849 325 2 35 35 NUM alkej-849 325 3 ] ] X alkej-849 325 4 d. d. PROPN alkej-849 325 5 e. e. PROPN alkej-849 325 6 lake lake PROPN alkej-849 325 7 , , PUNCT alkej-849 325 8 j. j. PROPN alkej-849 325 9 s. s. PROPN alkej-849 325 10 richman richman PROPN alkej-849 325 11 , , PUNCT alkej-849 325 12 m. m. PROPN alkej-849 325 13 p. p. PROPN alkej-849 325 14 griffin griffin PROPN alkej-849 325 15 , , PUNCT alkej-849 325 16 and and CCONJ alkej-849 325 17 j. j. PROPN alkej-849 325 18 r. r. PROPN alkej-849 325 19 moorman moorman PROPN alkej-849 325 20 , , PUNCT alkej-849 325 21 " " PUNCT alkej-849 325 22 sample sample NOUN alkej-849 325 23 entropy entropy NOUN alkej-849 325 24 analysis analysis NOUN alkej-849 325 25 of of ADP alkej-849 325 26 neonatal neonatal ADJ alkej-849 325 27 heart heart NOUN alkej-849 325 28 rate rate NOUN alkej-849 325 29 variability variability NOUN alkej-849 325 30 , , PUNCT alkej-849 325 31 " " PUNCT alkej-849 325 32 american american ADJ alkej-849 325 33 journal journal PROPN alkej-849 325 34 of of ADP alkej-849 325 35 physiology physiology NOUN alkej-849 325 36 - - PUNCT alkej-849 325 37 regulatory regulatory ADJ alkej-849 325 38 , , PUNCT alkej-849 325 39 integrative integrative ADJ alkej-849 325 40 and and CCONJ alkej-849 325 41 comparative comparative ADJ alkej-849 325 42 physiology physiology NOUN alkej-849 325 43 , , PUNCT alkej-849 325 44 vol vol NOUN alkej-849 325 45 . . PROPN alkej-849 325 46 283 283 NUM alkej-849 325 47 , , PUNCT alkej-849 325 48 pp pp ADJ alkej-849 325 49 . . PUNCT alkej-849 326 1 r789 r789 PROPN alkej-849 326 2 - - PUNCT alkej-849 326 3 r797 r797 PROPN alkej-849 326 4 , , PUNCT alkej-849 326 5 2002 2002 NUM alkej-849 326 6 . . PUNCT alkej-849 327 1 noor noor PROPN alkej-849 327 2 k. k. PROPN alkej-849 327 3 al al PROPN alkej-849 327 4 - - PUNCT alkej-849 327 5 qazzaz qazzaz PROPN alkej-849 327 6 al al PROPN alkej-849 327 7 - - PUNCT alkej-849 327 8 khwarizmi khwarizmi PROPN alkej-849 327 9 engineering engineering NOUN alkej-849 327 10 journal journal PROPN alkej-849 327 11 , , PUNCT alkej-849 327 12 vol vol NOUN alkej-849 327 13 . . PROPN alkej-849 327 14 19 19 NUM alkej-849 327 15 , , PUNCT alkej-849 327 16 no no INTJ alkej-849 327 17 . . NOUN alkej-849 327 18 4 4 NUM alkej-849 327 19 , , PUNCT alkej-849 327 20 p.p p.p PROPN alkej-849 327 21 . . NOUN alkej-849 327 22 2941(2023 2941(2023 NUM alkej-849 327 23 ) ) PUNCT alkej-849 327 24 40 40 NUM alkej-849 328 1 [ [ SYM alkej-849 328 2 36 36 NUM alkej-849 328 3 ] ] X alkej-849 328 4 h. h. PROPN alkej-849 328 5 azami azami PROPN alkej-849 328 6 and and CCONJ alkej-849 328 7 j. j. PROPN alkej-849 328 8 escudero escudero PROPN alkej-849 328 9 , , PUNCT alkej-849 328 10 " " PUNCT alkej-849 328 11 improved improved ADJ alkej-849 328 12 multiscale multiscale ADJ alkej-849 328 13 permutation permutation NOUN alkej-849 328 14 entropy entropy NOUN alkej-849 328 15 for for ADP alkej-849 328 16 biomedical biomedical ADJ alkej-849 328 17 signal signal NOUN alkej-849 328 18 analysis analysis NOUN alkej-849 328 19 : : PUNCT alkej-849 328 20 interpretation interpretation NOUN alkej-849 328 21 and and CCONJ alkej-849 328 22 application application NOUN alkej-849 328 23 to to PART alkej-849 328 24 electroencephalogram electroencephalogram NOUN alkej-849 328 25 recordings recording NOUN alkej-849 328 26 , , PUNCT alkej-849 328 27 " " PUNCT alkej-849 328 28 biomedical biomedical ADJ alkej-849 328 29 signal signal NOUN alkej-849 328 30 processing processing NOUN alkej-849 328 31 and and CCONJ alkej-849 328 32 control control NOUN alkej-849 328 33 , , PUNCT alkej-849 328 34 vol vol NOUN alkej-849 328 35 . . PROPN alkej-849 329 1 23 23 NUM alkej-849 329 2 , , PUNCT alkej-849 329 3 pp pp ADJ alkej-849 329 4 . . PUNCT alkej-849 330 1 28 28 NUM alkej-849 330 2 - - SYM alkej-849 330 3 41 41 NUM alkej-849 330 4 , , PUNCT alkej-849 330 5 2016 2016 NUM alkej-849 330 6 . . PUNCT alkej-849 331 1 [ [ X alkej-849 331 2 37 37 NUM alkej-849 331 3 ] ] PUNCT alkej-849 331 4 a. a. NOUN alkej-849 331 5 holzinger holzinger NOUN alkej-849 331 6 , , PUNCT alkej-849 331 7 m. m. PROPN alkej-849 331 8 hรถrtenhuber hรถrtenhuber PROPN alkej-849 331 9 , , PUNCT alkej-849 331 10 c. c. PROPN alkej-849 331 11 mayer mayer PROPN alkej-849 331 12 , , PUNCT alkej-849 331 13 m. m. NOUN alkej-849 331 14 bachler bachler NOUN alkej-849 331 15 , , PUNCT alkej-849 331 16 s. s. PROPN alkej-849 331 17 wassertheurer wassertheurer PROPN alkej-849 331 18 , , PUNCT alkej-849 331 19 a. a. PROPN alkej-849 331 20 j. j. PROPN alkej-849 331 21 pinho pinho PROPN alkej-849 331 22 , , PUNCT alkej-849 331 23 et et PROPN alkej-849 331 24 al al PROPN alkej-849 331 25 . . PROPN alkej-849 331 26 , , PUNCT alkej-849 331 27 " " PUNCT alkej-849 331 28 on on ADP alkej-849 331 29 entropy entropy NOUN alkej-849 331 30 - - PUNCT alkej-849 331 31 based base VERB alkej-849 331 32 data datum NOUN alkej-849 331 33 mining mining NOUN alkej-849 331 34 , , PUNCT alkej-849 331 35 " " PUNCT alkej-849 331 36 in in ADP alkej-849 331 37 interactive interactive ADJ alkej-849 331 38 knowledge knowledge NOUN alkej-849 331 39 discovery discovery NOUN alkej-849 331 40 and and CCONJ alkej-849 331 41 data datum NOUN alkej-849 331 42 mining mining NOUN alkej-849 331 43 in in ADP alkej-849 331 44 biomedical biomedical ADJ alkej-849 331 45 informatics informatic NOUN alkej-849 331 46 , , PUNCT alkej-849 331 47 ed ed NOUN alkej-849 331 48 : : PUNCT alkej-849 331 49 springer springer NOUN alkej-849 331 50 , , PUNCT alkej-849 331 51 2014 2014 NUM alkej-849 331 52 , , PUNCT alkej-849 331 53 pp pp ADJ alkej-849 331 54 . . PUNCT alkej-849 332 1 209 209 NUM alkej-849 332 2 - - SYM alkej-849 332 3 226 226 NUM alkej-849 332 4 . . PUNCT alkej-849 333 1 [ [ X alkej-849 333 2 38 38 NUM alkej-849 333 3 ] ] PUNCT alkej-849 333 4 f. f. PROPN alkej-849 333 5 c. c. PROPN alkej-849 333 6 morabito morabito PROPN alkej-849 333 7 , , PUNCT alkej-849 333 8 d. d. PROPN alkej-849 333 9 labate labate PROPN alkej-849 333 10 , , PUNCT alkej-849 333 11 f. f. PROPN alkej-849 333 12 la la PROPN alkej-849 333 13 foresta foresta PROPN alkej-849 333 14 , , PUNCT alkej-849 333 15 a. a. NOUN alkej-849 333 16 bramanti bramanti PROPN alkej-849 333 17 , , PUNCT alkej-849 333 18 g. g. PROPN alkej-849 333 19 morabito morabito PROPN alkej-849 333 20 , , PUNCT alkej-849 333 21 and and CCONJ alkej-849 333 22 i. i. PROPN alkej-849 333 23 palamara palamara PROPN alkej-849 333 24 , , PUNCT alkej-849 333 25 " " PUNCT alkej-849 333 26 multivariate multivariate VERB alkej-849 333 27 multi multi ADJ alkej-849 333 28 - - ADJ alkej-849 333 29 scale scale ADJ alkej-849 333 30 permutation permutation NOUN alkej-849 333 31 entropy entropy NOUN alkej-849 333 32 for for ADP alkej-849 333 33 complexity complexity NOUN alkej-849 333 34 analysis analysis NOUN alkej-849 333 35 of of ADP alkej-849 333 36 alzheimer alzheimer PROPN alkej-849 333 37 โ€™s โ€™s PART alkej-849 333 38 disease disease NOUN alkej-849 333 39 eeg eeg NOUN alkej-849 333 40 , , PUNCT alkej-849 333 41 " " PUNCT alkej-849 333 42 entropy entropy NOUN alkej-849 333 43 , , PUNCT alkej-849 333 44 vol vol NOUN alkej-849 333 45 . . PROPN alkej-849 333 46 14 14 NUM alkej-849 333 47 , , PUNCT alkej-849 333 48 pp pp ADJ alkej-849 333 49 . . PUNCT alkej-849 334 1 11861202 11861202 NUM alkej-849 334 2 , , PUNCT alkej-849 334 3 2012 2012 NUM alkej-849 334 4 . . PUNCT alkej-849 335 1 [ [ X alkej-849 335 2 39 39 NUM alkej-849 335 3 ] ] PUNCT alkej-849 335 4 e. e. PROPN alkej-849 335 5 ferlazzo ferlazzo PROPN alkej-849 335 6 , , PUNCT alkej-849 335 7 n. n. PROPN alkej-849 335 8 mammone mammone NOUN alkej-849 335 9 , , PUNCT alkej-849 335 10 v. v. ADP alkej-849 335 11 cianci cianci PROPN alkej-849 335 12 , , PUNCT alkej-849 335 13 s. s. PROPN alkej-849 335 14 gasparini gasparini PROPN alkej-849 335 15 , , PUNCT alkej-849 335 16 a. a. NOUN alkej-849 335 17 gambardella gambardella PROPN alkej-849 335 18 , , PUNCT alkej-849 335 19 a. a. NOUN alkej-849 335 20 labate labate PROPN alkej-849 335 21 , , PUNCT alkej-849 335 22 et et PROPN alkej-849 335 23 al al PROPN alkej-849 335 24 . . PROPN alkej-849 335 25 , , PUNCT alkej-849 335 26 " " PUNCT alkej-849 335 27 permutation permutation NOUN alkej-849 335 28 entropy entropy NOUN alkej-849 335 29 of of ADP alkej-849 335 30 scalp scalp NOUN alkej-849 335 31 eeg eeg PROPN alkej-849 335 32 : : PUNCT alkej-849 335 33 a a DET alkej-849 335 34 tool tool NOUN alkej-849 335 35 to to PART alkej-849 335 36 investigate investigate VERB alkej-849 335 37 epilepsies epilepsy NOUN alkej-849 335 38 : : PUNCT alkej-849 335 39 suggestions suggestion NOUN alkej-849 335 40 from from ADP alkej-849 335 41 absence absence NOUN alkej-849 335 42 epilepsies epilepsy NOUN alkej-849 335 43 , , PUNCT alkej-849 335 44 " " PUNCT alkej-849 335 45 clinical clinical ADJ alkej-849 335 46 neurophysiology neurophysiology NOUN alkej-849 335 47 , , PUNCT alkej-849 335 48 vol vol NOUN alkej-849 335 49 . . PROPN alkej-849 335 50 125 125 NUM alkej-849 335 51 , , PUNCT alkej-849 335 52 pp pp ADJ alkej-849 335 53 . . PUNCT alkej-849 336 1 13 13 NUM alkej-849 336 2 - - SYM alkej-849 336 3 20 20 NUM alkej-849 336 4 , , PUNCT alkej-849 336 5 2014 2014 NUM alkej-849 336 6 . . PUNCT alkej-849 337 1 [ [ X alkej-849 337 2 40 40 NUM alkej-849 337 3 ] ] X alkej-849 337 4 c. c. PROPN alkej-849 337 5 bandt bandt PROPN alkej-849 337 6 and and CCONJ alkej-849 337 7 b. b. PROPN alkej-849 337 8 pompe pompe PROPN alkej-849 337 9 , , PUNCT alkej-849 337 10 " " PUNCT alkej-849 337 11 permutation permutation NOUN alkej-849 337 12 entropy entropy NOUN alkej-849 337 13 : : PUNCT alkej-849 337 14 a a DET alkej-849 337 15 natural natural ADJ alkej-849 337 16 complexity complexity NOUN alkej-849 337 17 measure measure NOUN alkej-849 337 18 for for ADP alkej-849 337 19 time time NOUN alkej-849 337 20 series series NOUN alkej-849 337 21 , , PUNCT alkej-849 337 22 " " PUNCT alkej-849 337 23 physical physical ADJ alkej-849 337 24 review review NOUN alkej-849 337 25 letters letter NOUN alkej-849 337 26 , , PUNCT alkej-849 337 27 vol vol NOUN alkej-849 337 28 . . PROPN alkej-849 337 29 88 88 NUM alkej-849 337 30 , , PUNCT alkej-849 337 31 p. p. NOUN alkej-849 337 32 174102 174102 NUM alkej-849 337 33 , , PUNCT alkej-849 337 34 2002 2002 NUM alkej-849 337 35 . . PUNCT alkej-849 338 1 [ [ X alkej-849 338 2 41 41 NUM alkej-849 338 3 ] ] PUNCT alkej-849 338 4 m. m. NOUN alkej-849 338 5 zanin zanin PROPN alkej-849 338 6 , , PUNCT alkej-849 338 7 l. l. PROPN alkej-849 338 8 zunino zunino PROPN alkej-849 338 9 , , PUNCT alkej-849 338 10 o. o. PROPN alkej-849 338 11 a. a. NOUN alkej-849 338 12 rosso rosso PROPN alkej-849 338 13 , , PUNCT alkej-849 338 14 and and CCONJ alkej-849 338 15 d. d. PROPN alkej-849 338 16 papo papo PROPN alkej-849 338 17 , , PUNCT alkej-849 338 18 " " PUNCT alkej-849 338 19 permutation permutation NOUN alkej-849 338 20 entropy entropy NOUN alkej-849 338 21 and and CCONJ alkej-849 338 22 its its PRON alkej-849 338 23 main main ADJ alkej-849 338 24 biomedical biomedical ADJ alkej-849 338 25 and and CCONJ alkej-849 338 26 econophysics econophysic NOUN alkej-849 338 27 applications application NOUN alkej-849 338 28 : : PUNCT alkej-849 338 29 a a DET alkej-849 338 30 review review NOUN alkej-849 338 31 , , PUNCT alkej-849 338 32 " " PUNCT alkej-849 338 33 entropy entropy NOUN alkej-849 338 34 , , PUNCT alkej-849 338 35 vol vol NOUN alkej-849 338 36 . . PROPN alkej-849 338 37 14 14 NUM alkej-849 338 38 , , PUNCT alkej-849 338 39 pp pp ADJ alkej-849 338 40 . . PUNCT alkej-849 339 1 1553 1553 NUM alkej-849 339 2 - - SYM alkej-849 339 3 1577 1577 NUM alkej-849 339 4 , , PUNCT alkej-849 339 5 2012 2012 NUM alkej-849 339 6 . . PUNCT alkej-849 340 1 [ [ X alkej-849 340 2 42 42 NUM alkej-849 340 3 ] ] X alkej-849 340 4 n. n. PROPN alkej-849 340 5 k. k. PROPN alkej-849 341 1 al al PROPN alkej-849 341 2 - - PUNCT alkej-849 341 3 qazzaz qazzaz PROPN alkej-849 341 4 , , PUNCT alkej-849 341 5 m. m. PROPN alkej-849 341 6 k. k. PROPN alkej-849 341 7 sabir sabir PROPN alkej-849 341 8 , , PUNCT alkej-849 341 9 s. s. PROPN alkej-849 341 10 h. h. PROPN alkej-849 341 11 b. b. PROPN alkej-849 341 12 m. m. PROPN alkej-849 341 13 ali ali PROPN alkej-849 341 14 , , PUNCT alkej-849 341 15 s. s. PROPN alkej-849 341 16 a. a. PROPN alkej-849 341 17 ahmad ahmad PROPN alkej-849 341 18 , , PUNCT alkej-849 341 19 and and CCONJ alkej-849 341 20 k. k. PROPN alkej-849 341 21 grammer grammer PROPN alkej-849 341 22 , , PUNCT alkej-849 341 23 " " PUNCT alkej-849 341 24 multichannel multichannel ADJ alkej-849 341 25 optimization optimization NOUN alkej-849 341 26 with with ADP alkej-849 341 27 hybrid hybrid ADJ alkej-849 341 28 spectral spectral ADJ alkej-849 341 29 - - PUNCT alkej-849 341 30 entropy entropy NOUN alkej-849 341 31 markers marker NOUN alkej-849 341 32 for for ADP alkej-849 341 33 gender gender NOUN alkej-849 341 34 identification identification NOUN alkej-849 341 35 enhancement enhancement NOUN alkej-849 341 36 of of ADP alkej-849 341 37 emotionalbased emotionalbase VERB alkej-849 341 38 eegs eeg NOUN alkej-849 341 39 , , PUNCT alkej-849 341 40 " " PUNCT alkej-849 341 41 ieee ieee NOUN alkej-849 341 42 access access NOUN alkej-849 341 43 , , PUNCT alkej-849 341 44 vol vol NOUN alkej-849 341 45 . . NOUN alkej-849 342 1 9 9 NUM alkej-849 342 2 , , PUNCT alkej-849 342 3 pp pp ADJ alkej-849 342 4 . . PUNCT alkej-849 343 1 107059 107059 NUM alkej-849 343 2 - - SYM alkej-849 343 3 107078 107078 NUM alkej-849 343 4 , , PUNCT alkej-849 343 5 2021 2021 NUM alkej-849 343 6 . . PUNCT alkej-849 344 1 [ [ X alkej-849 344 2 43 43 NUM alkej-849 344 3 ] ] PUNCT alkej-849 344 4 a. a. NOUN alkej-849 344 5 ghaemi ghaemi PROPN alkej-849 344 6 , , PUNCT alkej-849 344 7 e. e. PROPN alkej-849 344 8 rashedi rashedi PROPN alkej-849 344 9 , , PUNCT alkej-849 344 10 a. a. NOUN alkej-849 344 11 m. m. NOUN alkej-849 344 12 pourrahimi pourrahimi PROPN alkej-849 344 13 , , PUNCT alkej-849 344 14 m. m. NOUN alkej-849 344 15 kamandar kamandar PROPN alkej-849 344 16 , , PUNCT alkej-849 344 17 and and CCONJ alkej-849 344 18 f. f. PROPN alkej-849 344 19 rahdari rahdari PROPN alkej-849 344 20 , , PUNCT alkej-849 344 21 " " PUNCT alkej-849 344 22 automatic automatic ADJ alkej-849 344 23 channel channel NOUN alkej-849 344 24 selection selection NOUN alkej-849 344 25 in in ADP alkej-849 344 26 eeg eeg NOUN alkej-849 344 27 signals signal NOUN alkej-849 344 28 for for ADP alkej-849 344 29 classification classification NOUN alkej-849 344 30 of of ADP alkej-849 344 31 left left ADJ alkej-849 344 32 or or CCONJ alkej-849 344 33 right right ADJ alkej-849 344 34 hand hand NOUN alkej-849 344 35 movement movement NOUN alkej-849 344 36 in in ADP alkej-849 344 37 brain brain NOUN alkej-849 344 38 computer computer NOUN alkej-849 344 39 interfaces interface NOUN alkej-849 344 40 using use VERB alkej-849 344 41 improved improve VERB alkej-849 344 42 binary binary ADJ alkej-849 344 43 gravitation gravitation NOUN alkej-849 344 44 search search NOUN alkej-849 344 45 algorithm algorithm NOUN alkej-849 344 46 , , PUNCT alkej-849 344 47 " " PUNCT alkej-849 344 48 biomedical biomedical ADJ alkej-849 344 49 signal signal NOUN alkej-849 344 50 processing processing NOUN alkej-849 344 51 and and CCONJ alkej-849 344 52 control control NOUN alkej-849 344 53 , , PUNCT alkej-849 344 54 vol vol NOUN alkej-849 344 55 . . PROPN alkej-849 344 56 33 33 NUM alkej-849 344 57 , , PUNCT alkej-849 344 58 pp pp ADJ alkej-849 344 59 . . PUNCT alkej-849 345 1 109 109 NUM alkej-849 345 2 - - SYM alkej-849 345 3 118 118 NUM alkej-849 345 4 , , PUNCT alkej-849 345 5 2017 2017 NUM alkej-849 345 6 . . PUNCT alkej-849 346 1 [ [ X alkej-849 346 2 44 44 NUM alkej-849 346 3 ] ] PUNCT alkej-849 346 4 j. j. PROPN alkej-849 346 5 xiang xiang PROPN alkej-849 346 6 , , PUNCT alkej-849 346 7 x. x. PROPN alkej-849 346 8 han han PROPN alkej-849 346 9 , , PUNCT alkej-849 346 10 f. f. PROPN alkej-849 346 11 duan duan PROPN alkej-849 346 12 , , PUNCT alkej-849 346 13 y. y. PROPN alkej-849 346 14 qiang qiang PROPN alkej-849 346 15 , , PUNCT alkej-849 346 16 x. x. PROPN alkej-849 346 17 xiong xiong PROPN alkej-849 346 18 , , PUNCT alkej-849 346 19 y. y. PROPN alkej-849 346 20 lan lan PROPN alkej-849 346 21 , , PUNCT alkej-849 346 22 et et PROPN alkej-849 346 23 al al PROPN alkej-849 346 24 . . PROPN alkej-849 346 25 , , PUNCT alkej-849 346 26 " " PUNCT alkej-849 346 27 a a DET alkej-849 346 28 novel novel ADJ alkej-849 346 29 hybrid hybrid NOUN alkej-849 346 30 system system NOUN alkej-849 346 31 for for ADP alkej-849 346 32 feature feature NOUN alkej-849 346 33 selection selection NOUN alkej-849 346 34 based base VERB alkej-849 346 35 on on ADP alkej-849 346 36 an an DET alkej-849 346 37 improved improve VERB alkej-849 346 38 gravitational gravitational ADJ alkej-849 346 39 search search NOUN alkej-849 346 40 algorithm algorithm NOUN alkej-849 346 41 and and CCONJ alkej-849 346 42 k k PROPN alkej-849 346 43 - - PUNCT alkej-849 346 44 nn nn PROPN alkej-849 346 45 method method NOUN alkej-849 346 46 , , PUNCT alkej-849 346 47 " " PUNCT alkej-849 346 48 applied apply VERB alkej-849 346 49 soft soft ADJ alkej-849 346 50 computing computing NOUN alkej-849 346 51 , , PUNCT alkej-849 346 52 vol vol NOUN alkej-849 346 53 . . PROPN alkej-849 346 54 31 31 NUM alkej-849 346 55 , , PUNCT alkej-849 346 56 pp pp ADJ alkej-849 346 57 . . PUNCT alkej-849 347 1 293 293 NUM alkej-849 347 2 - - SYM alkej-849 347 3 307 307 NUM alkej-849 347 4 , , PUNCT alkej-849 347 5 2015 2015 NUM alkej-849 347 6 . . PUNCT alkej-849 348 1 [ [ X alkej-849 348 2 45 45 NUM alkej-849 348 3 ] ] X alkej-849 348 4 n. n. PROPN alkej-849 348 5 v. v. PROPN alkej-849 348 6 chawla chawla PROPN alkej-849 348 7 , , PUNCT alkej-849 348 8 k. k. PROPN alkej-849 348 9 w. w. PROPN alkej-849 348 10 bowyer bowyer PROPN alkej-849 348 11 , , PUNCT alkej-849 348 12 l. l. PROPN alkej-849 348 13 o. o. PROPN alkej-849 348 14 hall hall PROPN alkej-849 348 15 , , PUNCT alkej-849 348 16 and and CCONJ alkej-849 348 17 w. w. PROPN alkej-849 348 18 p. p. PROPN alkej-849 348 19 kegelmeyer kegelmeyer PROPN alkej-849 348 20 , , PUNCT alkej-849 348 21 " " PUNCT alkej-849 348 22 smote smote VERB alkej-849 348 23 : : PUNCT alkej-849 348 24 synthetic synthetic ADJ alkej-849 348 25 minority minority NOUN alkej-849 348 26 over over ADP alkej-849 348 27 - - PUNCT alkej-849 348 28 sampling sample VERB alkej-849 348 29 technique technique NOUN alkej-849 348 30 , , PUNCT alkej-849 348 31 " " PUNCT alkej-849 348 32 journal journal NOUN alkej-849 348 33 of of ADP alkej-849 348 34 artificial artificial ADJ alkej-849 348 35 intelligence intelligence NOUN alkej-849 348 36 research research NOUN alkej-849 348 37 , , PUNCT alkej-849 348 38 pp pp ADJ alkej-849 348 39 . . PUNCT alkej-849 349 1 321357 321357 NUM alkej-849 349 2 , , PUNCT alkej-849 349 3 2002 2002 NUM alkej-849 349 4 . . PUNCT alkej-849 350 1 [ [ X alkej-849 350 2 46 46 NUM alkej-849 350 3 ] ] PUNCT alkej-849 350 4 r. r. PROPN alkej-849 350 5 kohavi kohavi PROPN alkej-849 350 6 , , PUNCT alkej-849 350 7 " " PUNCT alkej-849 350 8 a a DET alkej-849 350 9 study study NOUN alkej-849 350 10 of of ADP alkej-849 350 11 cross cross ADJ alkej-849 350 12 - - ADJ alkej-849 350 13 validation validation NOUN alkej-849 350 14 and and CCONJ alkej-849 350 15 bootstrap bootstrap NOUN alkej-849 350 16 for for ADP alkej-849 350 17 accuracy accuracy NOUN alkej-849 350 18 estimation estimation NOUN alkej-849 350 19 and and CCONJ alkej-849 350 20 model model NOUN alkej-849 350 21 selection selection NOUN alkej-849 350 22 , , PUNCT alkej-849 350 23 " " PUNCT alkej-849 350 24 in in ADP alkej-849 350 25 ijcai ijcai NOUN alkej-849 350 26 , , PUNCT alkej-849 350 27 1995 1995 NUM alkej-849 350 28 , , PUNCT alkej-849 350 29 pp pp ADJ alkej-849 350 30 . . PUNCT alkej-849 350 31 1137 1137 NUM alkej-849 350 32 - - SYM alkej-849 350 33 1145 1145 NUM alkej-849 350 34 . . PUNCT alkej-849 351 1 [ [ X alkej-849 351 2 47 47 NUM alkej-849 351 3 ] ] X alkej-849 351 4 y. y. NOUN alkej-849 351 5 song song PROPN alkej-849 351 6 and and CCONJ alkej-849 351 7 j. j. PROPN alkej-849 351 8 zhang zhang PROPN alkej-849 351 9 , , PUNCT alkej-849 351 10 " " PUNCT alkej-849 351 11 discriminating discriminate VERB alkej-849 351 12 preictal preictal ADJ alkej-849 351 13 and and CCONJ alkej-849 351 14 interictal interictal ADJ alkej-849 351 15 brain brain NOUN alkej-849 351 16 states state NOUN alkej-849 351 17 in in ADP alkej-849 351 18 intracranial intracranial ADJ alkej-849 351 19 eeg eeg NOUN alkej-849 351 20 by by ADP alkej-849 351 21 sample sample NOUN alkej-849 351 22 entropy entropy NOUN alkej-849 351 23 and and CCONJ alkej-849 351 24 extreme extreme ADJ alkej-849 351 25 learning learning NOUN alkej-849 351 26 machine machine NOUN alkej-849 351 27 , , PUNCT alkej-849 351 28 " " PUNCT alkej-849 351 29 journal journal NOUN alkej-849 351 30 of of ADP alkej-849 351 31 neuroscience neuroscience NOUN alkej-849 351 32 methods method NOUN alkej-849 351 33 , , PUNCT alkej-849 351 34 vol vol NOUN alkej-849 351 35 . . PROPN alkej-849 351 36 257 257 NUM alkej-849 351 37 , , PUNCT alkej-849 351 38 pp pp ADJ alkej-849 351 39 . . PUNCT alkej-849 352 1 45 45 NUM alkej-849 352 2 - - SYM alkej-849 352 3 54 54 NUM alkej-849 352 4 , , PUNCT alkej-849 352 5 2016 2016 NUM alkej-849 352 6 . . PUNCT alkej-849 353 1 [ [ X alkej-849 353 2 48 48 NUM alkej-849 353 3 ] ] PUNCT alkej-849 353 4 i. i. PROPN alkej-849 353 5 h. h. PROPN alkej-849 353 6 witten witten PROPN alkej-849 353 7 and and CCONJ alkej-849 353 8 e. e. PROPN alkej-849 353 9 frank frank PROPN alkej-849 353 10 , , PUNCT alkej-849 353 11 data datum NOUN alkej-849 353 12 mining mining NOUN alkej-849 353 13 : : PUNCT alkej-849 353 14 practical practical ADJ alkej-849 353 15 machine machine NOUN alkej-849 353 16 learning learning NOUN alkej-849 353 17 tools tool NOUN alkej-849 353 18 and and CCONJ alkej-849 353 19 techniques technique NOUN alkej-849 353 20 : : PUNCT alkej-849 353 21 morgan morgan PROPN alkej-849 353 22 kaufmann kaufmann PROPN alkej-849 353 23 , , PUNCT alkej-849 353 24 2005 2005 NUM alkej-849 353 25 . . PUNCT alkej-849 354 1 [ [ X alkej-849 354 2 49 49 NUM alkej-849 354 3 ] ] PUNCT alkej-849 354 4 m. m. NOUN alkej-849 354 5 hall hall PROPN alkej-849 354 6 , , PUNCT alkej-849 354 7 e. e. PROPN alkej-849 354 8 frank frank PROPN alkej-849 354 9 , , PUNCT alkej-849 354 10 g. g. PROPN alkej-849 354 11 holmes holmes PROPN alkej-849 354 12 , , PUNCT alkej-849 354 13 b. b. PROPN alkej-849 354 14 pfahringer pfahringer NOUN alkej-849 354 15 , , PUNCT alkej-849 354 16 p. p. PROPN alkej-849 354 17 reutemann reutemann PROPN alkej-849 354 18 , , PUNCT alkej-849 354 19 and and CCONJ alkej-849 354 20 i. i. PROPN alkej-849 354 21 h. h. PROPN alkej-849 354 22 witten witten PROPN alkej-849 354 23 , , PUNCT alkej-849 354 24 " " PUNCT alkej-849 354 25 the the DET alkej-849 354 26 weka weka PROPN alkej-849 354 27 data data PROPN alkej-849 354 28 mining mining NOUN alkej-849 354 29 software software NOUN alkej-849 354 30 : : PUNCT alkej-849 354 31 an an DET alkej-849 354 32 update update NOUN alkej-849 354 33 , , PUNCT alkej-849 354 34 " " PUNCT alkej-849 354 35 acm acm NOUN alkej-849 354 36 sigkdd sigkdd VERB alkej-849 354 37 explorations exploration NOUN alkej-849 354 38 newsletter newsletter NOUN alkej-849 354 39 , , PUNCT alkej-849 354 40 vol vol NOUN alkej-849 354 41 . . PROPN alkej-849 354 42 11 11 NUM alkej-849 354 43 , , PUNCT alkej-849 354 44 pp pp ADJ alkej-849 354 45 . . PUNCT alkej-849 355 1 10 10 NUM alkej-849 355 2 - - SYM alkej-849 355 3 18 18 NUM alkej-849 355 4 , , PUNCT alkej-849 355 5 2009 2009 NUM alkej-849 355 6 . . PUNCT alkej-849 356 1 [ [ X alkej-849 356 2 50 50 NUM alkej-849 356 3 ] ] PUNCT alkej-849 356 4 l. l. PROPN alkej-849 356 5 a. a. PROPN alkej-849 356 6 moctezuma moctezuma PROPN alkej-849 356 7 and and CCONJ alkej-849 356 8 m. m. NOUN alkej-849 356 9 molinas molina NOUN alkej-849 356 10 , , PUNCT alkej-849 356 11 " " PUNCT alkej-849 356 12 multiobjective multiobjective ADJ alkej-849 356 13 optimization optimization NOUN alkej-849 356 14 for for ADP alkej-849 356 15 eeg eeg PROPN alkej-849 356 16 channel channel NOUN alkej-849 356 17 selection selection NOUN alkej-849 356 18 and and CCONJ alkej-849 356 19 accurate accurate ADJ alkej-849 356 20 intruder intruder NOUN alkej-849 356 21 detection detection NOUN alkej-849 356 22 in in ADP alkej-849 356 23 an an DET alkej-849 356 24 eeg eeg NOUN alkej-849 356 25 - - PUNCT alkej-849 356 26 based base VERB alkej-849 356 27 subject subject ADJ alkej-849 356 28 identification identification NOUN alkej-849 356 29 system system NOUN alkej-849 356 30 , , PUNCT alkej-849 356 31 " " PUNCT alkej-849 356 32 scientific scientific ADJ alkej-849 356 33 reports report NOUN alkej-849 356 34 , , PUNCT alkej-849 356 35 vol vol NOUN alkej-849 356 36 . . PROPN alkej-849 356 37 10 10 NUM alkej-849 356 38 , , PUNCT alkej-849 356 39 pp pp ADJ alkej-849 356 40 . . PUNCT alkej-849 357 1 1 1 NUM alkej-849 357 2 - - SYM alkej-849 357 3 12 12 NUM alkej-849 357 4 , , PUNCT alkej-849 357 5 2020 2020 NUM alkej-849 357 6 . . PUNCT alkej-849 358 1 ( ( PUNCT alkej-849 358 2 2023 2023 NUM alkej-849 358 3 ) ) PUNCT alkej-849 358 4 29 29 NUM alkej-849 358 5 - - SYM alkej-849 358 6 41 41 NUM alkej-849 358 7 ุŒ ุŒ NOUN alkej-849 358 8 ุตูุญุฉ ุตูุญุฉ PROPN alkej-849 358 9 4 4 PROPN alkej-849 358 10 ุŒ ุŒ PROPN alkej-849 358 11 ุงู„ุนุฏุฏ19ุงู„ู…ุฌู„ุฏ ุงู„ุนุฏุฏ19ุงู„ู…ุฌู„ุฏ PROPN alkej-849 358 12 ุฌู„ุฉ ุฌู„ุฉ PROPN alkej-849 358 13 ุงู„ุฎูˆุงุฑุฒู…ูŠ ุงู„ุฎูˆุงุฑุฒู…ูŠ VERB alkej-849 358 14 ุงู„ู‡ู†ุฏุณูŠุฉู… ุงู„ู‡ู†ุฏุณูŠุฉู… PROPN alkej-849 358 15 ุงู„ู‚ุฒุงุฒู†ูˆุฑ ุงู„ู‚ุฒุงุฒู†ูˆุฑ PROPN alkej-849 358 16 ูƒู…ุงู„ ูƒู…ุงู„ PROPN alkej-849 358 17 41 41 NUM alkej-849 358 18 ุชุญุณูŠู† ุชุญุณูŠู† NOUN alkej-849 358 19 ุชุตู†ูŠู ุชุตู†ูŠู PROPN alkej-849 359 1 ุงู„ุฐุงูƒุฑุฉ ุงู„ุฐุงูƒุฑุฉ PROPN alkej-849 359 2 ุงู„ุนุงู…ู„ุฉ ุงู„ุนุงู…ู„ุฉ PROPN alkej-849 359 3 ู„ู†ุดุงุท ู„ู†ุดุงุท PROPN alkej-849 359 4 ุชุฎุทูŠุท ุชุฎุทูŠุท PROPN alkej-849 359 5 ุงู„ุฏู…ุงุบ ุงู„ุฏู…ุงุบ PROPN alkej-849 359 6 ููŠ ููŠ ADP alkej-849 359 7 ุงู„ุฎุฑู ุงู„ุฎุฑู NOUN alkej-849 359 8 : : PUNCT alkej-849 359 9 ุฏุฑุงุณุฉ ุฏุฑุงุณุฉ PROPN alkej-849 359 10 ู…ู‚ุงุฑู†ุฉ ู…ู‚ุงุฑู†ุฉ PROPN alkej-849 359 11 * * PROPN alkej-849 359 12 * * PUNCT alkej-849 359 13 ุดูˆุงู„ ุดูˆุงู„ ADJ alkej-849 359 14 ุญู…ูŠุฏ ุญู…ูŠุฏ NOUN alkej-849 359 15 ุจู† ุจู† ADP alkej-849 359 16 ู…ุญู…ุฏ ู…ุญู…ุฏ PROPN alkej-849 359 17 ุนู„ูŠ ุนู„ูŠ PROPN alkej-849 359 18 ู†ูˆุฑ ู†ูˆุฑ PROPN alkej-849 359 19 ูƒู…ุงู„ ูƒู…ุงู„ PROPN alkej-849 359 20 ุงู„ู‚ุฒุงุฒ ุงู„ู‚ุฒุงุฒ NOUN alkej-849 360 1 * * PUNCT alkej-849 361 1 * * PUNCT alkej-849 361 2 * * PUNCT alkej-849 361 3 * * PUNCT alkej-849 361 4 ุณูŠุชูŠ ุณูŠุชูŠ ADJ alkej-849 361 5 ุฃู†ูˆู… ุฃู†ูˆู… ADJ alkej-849 361 6 ุฃุญู…ุฏ ุฃุญู…ุฏ NOUN alkej-849 361 7 ุงู„ุนุฑุงู‚ ุงู„ุนุฑุงู‚ ADJ alkej-849 361 8 /ุจุบุฏุงุฏ /ุจุบุฏุงุฏ SYM alkej-849 361 9 /ุฌุงู…ุนุฉ /ุฌุงู…ุนุฉ PROPN alkej-849 361 10 ุจุบุฏุงุฏ ุจุบุฏุงุฏ PROPN alkej-849 361 11 /ูƒู„ูŠุฉ /ูƒู„ูŠุฉ PROPN alkej-849 361 12 ุงู„ุฎูˆุงุฑุฒู…ูŠ ุงู„ุฎูˆุงุฑุฒู…ูŠ AUX alkej-849 361 13 ู„ู„ู‡ู†ุฏุณุฉ ู„ู„ู‡ู†ุฏุณุฉ VERB alkej-849 361 14 /ู‚ุณู… /ู‚ุณู… PUNCT alkej-849 362 1 ุงู„ู‡ู†ุฏุณุฉ ุงู„ู‡ู†ุฏุณุฉ PROPN alkej-849 362 2 ุงู„ุทุจูŠุฉ ุงู„ุทุจูŠุฉ PROPN alkej-849 362 3 ุงู„ุญูŠูˆูŠุฉ ุงู„ุญูŠูˆูŠุฉ PROPN alkej-849 362 4 * * PUNCT alkej-849 363 1 ู…ุงู„ูŠุฒูŠุง ู…ุงู„ูŠุฒูŠุง PROPN alkej-849 363 2 /ุณูŠุงู„ู†ุบูˆุฑ /ุณูŠุงู„ู†ุบูˆุฑ PUNCT alkej-849 363 3 /ู‚ุณู… /ู‚ุณู… PUNCT alkej-849 363 4 ุงู„ู‡ู†ุฏุณุฉ ุงู„ู‡ู†ุฏุณุฉ VERB alkej-849 363 5 ุงู„ูƒู‡ุฑุจุงุฆูŠุฉ ุงู„ูƒู‡ุฑุจุงุฆูŠุฉ NOUN alkej-849 363 6 ูˆุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ ูˆุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ PROPN alkej-849 363 7 ูˆุงู„ู†ุธู… ูˆุงู„ู†ุธู… PROPN alkej-849 363 8 ุŒ ุŒ PROPN alkej-849 363 9 ูƒู„ูŠุฉ ูƒู„ูŠุฉ PROPN alkej-849 363 10 ุงู„ู‡ู†ุฏุณุฉ ุงู„ู‡ู†ุฏุณุฉ PROPN alkej-849 363 11 ูˆุงู„ุจูŠุฆุฉ ูˆุงู„ุจูŠุฆุฉ PROPN alkej-849 363 12 ุงู„ู…ุจู†ูŠุฉ ุงู„ู…ุจู†ูŠุฉ PROPN alkej-849 363 13 ุŒ ุŒ PROPN alkej-849 363 14 ุฌุงู…ุนุฉ ุฌุงู…ุนุฉ PROPN alkej-849 363 15 ูƒูŠุจุงู†ุบุณุงู† ูƒูŠุจุงู†ุบุณุงู† VERB alkej-849 363 16 ู…ุงู„ูŠุฒูŠุง ู…ุงู„ูŠุฒูŠุง PROPN alkej-849 363 17 * * PUNCT alkej-849 363 18 * * PUNCT alkej-849 364 1 ู…ุงู„ูŠุฒูŠุง ู…ุงู„ูŠุฒูŠุง INTJ alkej-849 364 2 /ุณูŠุงู„ู†ุบูˆุฑ /ุณูŠุงู„ู†ุบูˆุฑ PUNCT alkej-849 364 3 /ู…ุงู„ูŠุฒูŠุง /ู…ุงู„ูŠุฒูŠุง PUNCT alkej-849 364 4 /ุฌุงู…ุนุฉ /ุฌุงู…ุนุฉ PRON alkej-849 364 5 ูƒูŠุจุงู†ุบุณุงู† ูƒูŠุจุงู†ุบุณุงู† NOUN alkej-849 364 6 /ู‚ุณู… /ู‚ุณู… PUNCT alkej-849 364 7 ุงู„ู‡ู†ุฏุณุฉ ุงู„ู‡ู†ุฏุณุฉ VERB alkej-849 364 8 ุงู„ูƒู‡ุฑุจุงุฆูŠุฉ ุงู„ูƒู‡ุฑุจุงุฆูŠุฉ NOUN alkej-849 364 9 ูˆุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ ูˆุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ PROPN alkej-849 364 10 ูˆู‡ู†ุฏุณุฉ ูˆู‡ู†ุฏุณุฉ PROPN alkej-849 364 11 ุงู„ู†ุธู… ุงู„ู†ุธู… PROPN alkej-849 364 12 /ู…ุฑูƒุฒ /ู…ุฑูƒุฒ PUNCT alkej-849 365 1 ุงู„ู‡ู†ุฏุณุฉ ุงู„ู‡ู†ุฏุณุฉ PROPN alkej-849 365 2 ุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ ุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ PROPN alkej-849 365 3 ูˆู‡ู†ุฏุณุฉ ูˆู‡ู†ุฏุณุฉ PROPN alkej-849 365 4 ุงุงู„ุชุตุงุงู„ุช ุงุงู„ุชุตุงุงู„ุช PROPN alkej-849 365 5 ุงู„ู…ุชู‚ุฏู…ุฉ ุงู„ู…ุชู‚ุฏู…ุฉ PROPN alkej-849 366 1 ู…ุงู„ูŠุฒูŠุง ู…ุงู„ูŠุฒูŠุง PROPN alkej-849 366 2 /ุณูŠุงู„ู†ุบูˆุฑ /ุณูŠุงู„ู†ุบูˆุฑ PUNCT alkej-849 366 3 /ุฌุงู…ุนุฉ /ุฌุงู…ุนุฉ PRON alkej-849 367 1 ุจูˆุชุฑุง ุจูˆุชุฑุง VERB alkej-849 367 2 ู…ุงู„ูŠุฒูŠุง ู…ุงู„ูŠุฒูŠุง PROPN alkej-849 368 1 /ูƒู„ูŠุฉ /ูƒู„ูŠุฉ INTJ alkej-849 368 2 ุงู„ู‡ู†ุฏุณุฉ ุงู„ู‡ู†ุฏุณุฉ VERB alkej-849 368 3 /ู‚ุณู… /ู‚ุณู… PUNCT alkej-849 369 1 ุงู„ู‡ู†ุฏุณุฉ ุงู„ู‡ู†ุฏุณุฉ VERB alkej-849 369 2 ุงู„ูƒู‡ุฑุจุงุฆูŠุฉ ุงู„ูƒู‡ุฑุจุงุฆูŠุฉ NOUN alkej-849 369 3 ูˆุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ ูˆุงุฅู„ู„ูƒุชุฑูˆู†ูŠุฉ NOUN alkej-849 369 4 * * PUNCT alkej-849 369 5 * * PUNCT alkej-849 369 6 * * PUNCT alkej-849 370 1 ู…ุงู„ูŠุฒูŠุง ู…ุงู„ูŠุฒูŠุง ADJ alkej-849 370 2 /ุณูŠุงู„ู†ุบูˆุฑ /ุณูŠุงู„ู†ุบูˆุฑ PUNCT alkej-849 370 3 /ุณูŠุฑุฏุงู†ุบ /ุณูŠุฑุฏุงู†ุบ PROPN alkej-849 370 4 /ุฌุงู…ุนุฉ /ุฌุงู…ุนุฉ PRON alkej-849 371 1 ุจูˆุชุฑุง ุจูˆุชุฑุง VERB alkej-849 371 2 ู…ุงู„ูŠุฒูŠุง ู…ุงู„ูŠุฒูŠุง NOUN alkej-849 372 1 /ุงู„ู…ุนู‡ุฏ /ุงู„ู…ุนู‡ุฏ PUNCT alkej-849 372 2 ุงู„ู…ุงู„ูŠุฒูŠ ุงู„ู…ุงู„ูŠุฒูŠ PROPN alkej-849 372 3 ู„ุจุญูˆุซ ู„ุจุญูˆุซ PROPN alkej-849 372 4 ุงู„ุดูŠุฎูˆุฎุฉ ุงู„ุดูŠุฎูˆุฎุฉ PROPN alkej-849 372 5 noorbme@kecbu.uobaghdad.edu.iq noorbme@kecbu.uobaghdad.edu.iq PROPN alkej-849 372 6 * * PUNCT alkej-849 372 7 ุงู„ุจุฑูŠุฏ ุงู„ุจุฑูŠุฏ NOUN alkej-849 372 8 ุงุงู„ู„ูƒุชุฑูˆู†ูŠ ุงุงู„ู„ูƒุชุฑูˆู†ูŠ NOUN alkej-849 372 9 : : PUNCT alkej-849 372 10 sawal@ukm.edu.my sawal@ukm.edu.my PROPN alkej-849 372 11 * * PUNCT alkej-849 372 12 ุงู„ุจุฑูŠุฏ ุงู„ุจุฑูŠุฏ VERB alkej-849 372 13 ุงุงู„ู„ูƒุชุฑูˆู†ูŠ ุงุงู„ู„ูƒุชุฑูˆู†ูŠ NOUN alkej-849 372 14 :* :* PROPN alkej-849 372 15 sanom@upm.edu.my sanom@upm.edu.my PROPN alkej-849 372 16 * * PUNCT alkej-849 372 17 ุงู„ุจุฑูŠุฏ ุงู„ุจุฑูŠุฏ VERB alkej-849 372 18 ุงุงู„ู„ูƒุชุฑูˆู†ูŠ ุงุงู„ู„ูƒุชุฑูˆู†ูŠ PROPN alkej-849 372 19 :* :* PROPN alkej-849 372 20 * * PROPN alkej-849 372 21 ุงู„ุฎุงู„ุตุฉ ุงู„ุฎุงู„ุตุฉ PROPN alkej-849 372 22 ( ( PUNCT alkej-849 372 23 ุŒ ุŒ PROPN alkej-849 372 24 ูˆุฎู…ุณุฉ ูˆุฎู…ุณุฉ PROPN alkej-849 372 25 ุนุดุฑ ุนุดุฑ PROPN alkej-849 372 26 ู…ุฑูŠู‹ุถุง ู…ุฑูŠู‹ุถุง PROPN alkej-849 372 27 ุจุนุฏ ุจุนุฏ PROPN alkej-849 372 28 ุงู„ุณูƒุชุฉ ุงู„ุณูƒุชุฉ ADJ alkej-849 372 29 vd vd NOUN alkej-849 372 30 ( ( PUNCT alkej-849 372 31 ููŠ ููŠ ADP alkej-849 372 32 ุฎู…ุณุฉ ุฎู…ุณุฉ PROPN alkej-849 372 33 ู…ุฑุถู‰ ู…ุฑุถู‰ PROPN alkej-849 372 34 ูŠุนุงู†ูˆู† ูŠุนุงู†ูˆู† PROPN alkej-849 372 35 ู…ู† ู…ู† PROPN alkej-849 372 36 ุงู„ุฎุฑู ุงู„ุฎุฑู PROPN alkej-849 372 37 ุงู„ูˆุนุงุฆูŠ ุงู„ูˆุนุงุฆูŠ PROPN alkej-849 372 38 ) ) PUNCT alkej-849 372 39 wmุงู„ุนุงู…ู„ุฉ wmุงู„ุนุงู…ู„ุฉ NOUN alkej-849 372 40 ) ) PUNCT alkej-849 372 41 ู„ุบุฑุถ ู„ุบุฑุถ NOUN alkej-849 373 1 ู…ู† ู…ู† PRON alkej-849 373 2 ุงู„ุชุญู‚ูŠู‚ ุงู„ุชุญู‚ูŠู‚ ADJ alkej-849 373 3 ุงู„ุญุงู„ูŠ ุงู„ุญุงู„ูŠ ADV alkej-849 373 4 ู‡ูˆ ู‡ูˆ ADV alkej-849 373 5 ุงู„ุชู…ูŠูŠุฒ ุงู„ุชู…ูŠูŠุฒ ADJ alkej-849 373 6 ุจูŠู† ุจูŠู† VERB alkej-849 373 7 ุงู„ุฐุงูƒุฑุฉ ุงู„ุฐุงูƒุฑุฉ PROPN alkej-849 373 8 ( ( PUNCT alkej-849 373 9 . . PUNCT alkej-849 374 1 ุชู… ุชู… PROPN alkej-849 374 2 ุชูˆุถูŠุญ ุชูˆุถูŠุญ PROPN alkej-849 374 3 eeg eeg PROPN alkej-849 374 4 ( ( PUNCT alkej-849 374 5 ุจู†ุงู‹ุก ุจู†ุงู‹ุก NUM alkej-849 374 6 ุนู„ู‰ ุนู„ู‰ PROPN alkej-849 374 7 ุงู„ุฎู„ููŠุฉ ุงู„ุฎู„ููŠุฉ PROPN alkej-849 374 8 ู†ุดุงุท ู†ุดุงุท PROPN alkej-849 374 9 ุชุฎุทูŠุท ุชุฎุทูŠุท PROPN alkej-849 374 10 ูƒู‡ุฑุจูŠุฉ ูƒู‡ุฑุจูŠุฉ PROPN alkej-849 374 11 ุงู„ุฏู…ุงุบ ุงู„ุฏู…ุงุบ NOUN alkej-849 374 12 ) ) PUNCT alkej-849 374 13 hc hc PROPN alkej-849 374 14 ( ( PUNCT alkej-849 374 15 ุŒ ุŒ PROPN alkej-849 374 16 ูˆุฎู…ุณุฉ ูˆุฎู…ุณุฉ PROPN alkej-849 374 17 ุนุดุฑ ุนุดุฑ PROPN alkej-849 374 18 ูุฑุฏู‹ุง ูุฑุฏู‹ุง NOUN alkej-849 374 19 ุณู„ูŠู‹ู…ุง ุณู„ูŠู‹ู…ุง NUM alkej-849 374 20 ู„ู„ุชุญูƒู… ู„ู„ุชุญูƒู… NOUN alkej-849 374 21 ) ) PUNCT alkej-849 374 22 mciุงู„ุฏู…ุงุบูŠุฉ mciุงู„ุฏู…ุงุบูŠุฉ NOUN alkej-849 374 23 ูŠุนุงู†ูˆู† ูŠุนุงู†ูˆู† NOUN alkej-849 375 1 ู…ู† ู…ู† PRON alkej-849 375 2 ุถุนู ุถุนู PROPN alkej-849 375 3 ุฅุฏุฑุงูƒูŠ ุฅุฏุฑุงูƒูŠ PROPN alkej-849 375 4 ุฎููŠู ุฎููŠู NOUN alkej-849 375 5 ) ) PUNCT alkej-849 375 6 ( ( PUNCT alkej-849 375 7 ุŒ ุŒ X alkej-849 375 8 apen apen PROPN alkej-849 375 9 ( ( PUNCT alkej-849 375 10 ููŠ ููŠ ADP alkej-849 375 11 ู‡ุฐู‡ ู‡ุฐู‡ PROPN alkej-849 375 12 ุงู„ุฏุฑุงุณุฉ ุงู„ุฏุฑุงุณุฉ PROPN alkej-849 375 13 . . PUNCT alkej-849 376 1 ููŠ ููŠ INTJ alkej-849 376 2 ุงู„ุฏุฑุงุณุฉ ุงู„ุฏุฑุงุณุฉ PROPN alkej-849 376 3 ุงู„ุญุงู„ูŠุฉ ุงู„ุญุงู„ูŠุฉ PROPN alkej-849 376 4 ุŒ ุŒ PROPN alkej-849 376 5 ุชู… ุชู… PROPN alkej-849 377 1 ุงุณุชูƒุดุงู ุงุณุชูƒุดุงู PROPN alkej-849 377 2 ุงุฅู„ู†ุชุฑูˆุจูŠุง ุงุฅู„ู†ุชุฑูˆุจูŠุง PROPN alkej-849 377 3 ุงู„ุทูŠููŠุฉ ุงู„ุทูŠููŠุฉ PROPN alkej-849 377 4 ) ) PUNCT alkej-849 377 5 wtุจุงุณุชุฎุฏุงู… wtุจุงุณุชุฎุฏุงู… PROPN alkej-849 377 6 ุงู„ุชุนุฏูŠู„ ุงู„ุชุนุฏูŠู„ PROPN alkej-849 377 7 ุงู„ู…ุณุจู‚ ุงู„ู…ุณุจู‚ PROPN alkej-849 377 8 ู„ู„ู…ูˆุฌุงุช ู„ู„ู…ูˆุฌุงุช ADV alkej-849 377 9 ) ) PUNCT alkej-849 377 10 eegุงู„ุชุฎู„ุต eegุงู„ุชุฎู„ุต NOUN alkej-849 377 11 ู…ู† ู…ู† INTJ alkej-849 377 12 ุงู„ู‚ุทุน ุงู„ู‚ุทุน NOUN alkej-849 377 13 ุงุฃู„ุซุฑูŠุฉ ุงุฃู„ุซุฑูŠุฉ PROPN alkej-849 377 14 ( ( PUNCT alkej-849 377 15 ุŒ ุŒ X alkej-849 377 16 ุชู… ุชู… PROPN alkej-849 377 17 ุฅุฌุฑุงุก ุฅุฌุฑุงุก PROPN alkej-849 377 18 ุฏุฑุงุณุฉ ุฏุฑุงุณุฉ PROPN alkej-849 377 19 ๐‘˜nnุฃู‚ุฑุจ ๐‘˜nnุฃู‚ุฑุจ PROPN alkej-849 377 20 ุงู„ุฌูŠุฑุงู† ุงู„ุฌูŠุฑุงู† PROPN alkej-849 377 21 ) ) PUNCT alkej-849 378 1 -kุจุงุณุชุฎุฏุงู… -kุจุงุณุชุฎุฏุงู… PROPN alkej-849 378 2 ู…ุฎุทุท ู…ุฎุทุท PROPN alkej-849 378 3 ุชุตู†ูŠู ุชุตู†ูŠู PROPN alkej-849 378 4 wm wm PROPN alkej-849 378 5 ( ( PUNCT alkej-849 378 6 . . PUNCT alkej-849 378 7 ู„ุชุญุณูŠู† ู„ุชุญุณูŠู† PROPN alkej-849 378 8 ุชุตู†ูŠู ุชุตู†ูŠู PROPN alkej-849 378 9 specen specen PROPN alkej-849 378 10 ( ( PUNCT alkej-849 378 11 ุŒ ุŒ PROPN alkej-849 378 12 ูˆุงุฅู„ู†ุชุฑูˆุจูŠุง ูˆุงุฅู„ู†ุชุฑูˆุจูŠุง PROPN alkej-849 378 13 ุงู„ุชู‚ุฑูŠุจูŠุฉ ุงู„ุชู‚ุฑูŠุจูŠุฉ PROPN alkej-849 378 14 ) ) PUNCT alkej-849 378 15 perenูˆุฅู†ุชุฑูˆุจูŠ perenูˆุฅู†ุชุฑูˆุจูŠ VERB alkej-849 378 16 ุงู„ุชุจุฏูŠู„ ุงู„ุชุจุฏูŠู„ ADJ alkej-849 378 17 ) ) PUNCT alkej-849 378 18 ูƒุชู‚ู†ูŠุฉ ูƒุชู‚ู†ูŠุฉ NOUN alkej-849 378 19 ู„ุชู‚ู„ูŠู„ ู„ุชู‚ู„ูŠู„ PROPN alkej-849 378 20 ุงุฃู„ุจุนุงุฏ ุงุฃู„ุจุนุงุฏ PROPN alkej-849 378 21 ูˆุชุญุณูŠู† ูˆุชุญุณูŠู† PROPN alkej-849 378 22 ุงู„ุจุญุซ ุงู„ุจุญุซ VERB alkej-849 378 23 ุนู† ุนู† ADP alkej-849 378 24 ุงู„ุฌุงุฐุจูŠุฉ ุงู„ุฌุงุฐุจูŠุฉ VERB alkej-849 378 25 ุงู„ุซู†ุงุฆูŠุฉ ุงู„ุซู†ุงุฆูŠุฉ PROPN alkej-849 378 26 qr qr NOUN alkej-849 378 27 - - PUNCT alkej-849 378 28 decomposition decomposition NOUN alkej-849 378 29 ( ( PUNCT alkej-849 378 30 fnpaqr)ุฏุงู… fnpaqr)ุฏุงู… NOUN alkej-849 378 31 ุชุญู„ูŠู„ ุชุญู„ูŠู„ ADV alkej-849 378 32 ุงู„ุญูุงุธ ุงู„ุญูุงุธ PROPN alkej-849 378 33 ุนู„ู‰ ุนู„ู‰ PROPN alkej-849 378 34 ุงู„ุญูŠ ุงู„ุญูŠ ADV alkej-849 378 35 ุงู„ุบุงู…ุถ ุงู„ุบุงู…ุถ PROPN alkej-849 378 36 ุจุงุณุชุฎุฏุงู… ุจุงุณุชุฎุฏุงู… PROPN alkej-849 378 37 ู…ู‚ุงุฑู†ุฉ ู…ู‚ุงุฑู†ุฉ PROPN alkej-849 378 38 ุงู„ุณุชุฎ ุงู„ุณุชุฎ NOUN alkej-849 378 39 ( ( PUNCT alkej-849 378 40 ibgsa ibgsa ADJ alkej-849 378 41 ุชู…ุช ุชู…ุช NOUN alkej-849 378 42 ุฒูŠุงุฏุฉ ุฒูŠุงุฏุฉ NOUN alkej-849 378 43 ุฏู‚ุฉ ุฏู‚ุฉ VERB alkej-849 378 44 ุชุตู†ูŠู ุชุตู†ูŠู X alkej-849 378 45 .)๐‘˜nn .)๐‘˜nn PUNCT alkej-849 378 46 ุจุงุณุชุฎุฏุงู… ุจุงุณุชุฎุฏุงู… PROPN alkej-849 378 47 ุชู‚ู†ูŠุฉ ุชู‚ู†ูŠุฉ PROPN alkej-849 378 48 ุชู‚ู„ูŠู„ ุชู‚ู„ูŠู„ PROPN alkej-849 378 49 ุงุฃู„ุจุนุงุฏ ุงุฃู„ุจุนุงุฏ PROPN alkej-849 378 50 90.52 90.52 NUM alkej-849 378 51 ูช ูช NOUN alkej-849 378 52 ูˆ ูˆ X alkej-849 378 53 88.09 88.09 NUM alkej-849 378 54 ูช ูช NOUN alkej-849 378 55 ุฅู„ู‰ ุฅู„ู‰ NOUN alkej-849 378 56 86.67ู…ู† 86.67ู…ู† NUM alkej-849 378 57 ูช ูช NOUN alkej-849 378 58 fnpaqr fnpaqr ADJ alkej-849 378 59 ูˆุฎูˆุงุฑุฒู…ูŠุฉ ูˆุฎูˆุงุฑุฒู…ูŠุฉ NOUN alkej-849 378 60 ุงุฎุชูŠุงุฑ ุงุฎุชูŠุงุฑ NOUN alkej-849 378 61 ู‚ู†ูˆุงุช ู‚ู†ูˆุงุช NOUN alkej-849 378 62 ibgsaู‰ ibgsaู‰ NOUN alkej-849 378 63 ุงู„ุชูˆุงู„ูŠ ุงู„ุชูˆุงู„ูŠ NOUN alkej-849 378 64 . . PUNCT alkej-849 379 1 ูˆูู‚ู‹ุง ูˆูู‚ู‹ุง PROPN alkej-849 379 2 ู„ู„ู†ุชุงุฆุฌ ู„ู„ู†ุชุงุฆุฌ PROPN alkej-849 379 3 ุŒ ุŒ PROPN alkej-849 379 4 ูŠุนุฒุฒ ูŠุนุฒุฒ PROPN alkej-849 379 5 ุŒ ุŒ PROPN alkej-849 379 6 ุนู„ibgsa ุนู„ibgsa PROPN alkej-849 379 7 ุจุดูƒู„ ุจุดูƒู„ NOUN alkej-849 379 8 ู…ูˆุซูˆู‚ ู…ูˆุซูˆู‚ VERB alkej-849 379 9 ุงู„ุชู…ูŠูŠุฒ ุงู„ุชู…ูŠูŠุฒ ADJ alkej-849 379 10 ููŠwm ููŠwm PROPN alkej-849 379 11 ู„ู„ู…ุดุงุฑูƒูŠู† ู„ู„ู…ุดุงุฑูƒูŠู† PROPN alkej-849 379 12 ููŠhc ููŠhc PROPN alkej-849 379 13 ูˆmci ูˆmci PROPN alkej-849 379 14 ูˆvd ูˆvd PROPN alkej-849 379 15 ู„ุฐู„ูƒ ู„ุฐู„ูƒ PROPN alkej-849 379 16 ุŒ ุŒ PROPN alkej-849 379 17 ุชูˆูุฑ ุชูˆูุฑ PROPN alkej-849 379 18 .wt .wt PUNCT alkej-849 380 1 ูˆู…ูŠุฒุงุช ูˆู…ูŠุฒุงุช PROPN alkej-849 380 2 ุงุฅู„ู†ุชุฑูˆุจูŠุง ุงุฅู„ู†ุชุฑูˆุจูŠุง PROPN alkej-849 380 3 .mciูˆ .mciูˆ PROPN alkej-849 380 4 vdู„ู„ู…ุฑุถู‰ vdู„ู„ู…ุฑุถู‰ PROPN alkej-849 380 5 ุงู„ุฐูŠู† ุงู„ุฐูŠู† PROPN alkej-849 380 6 ูŠุนุงู†ูˆู† ูŠุนุงู†ูˆู† PROPN alkej-849 380 7 ู…ู† ู…ู† PRON alkej-849 380 8 eegู…ุคุดู‹ุฑุง eegู…ุคุดู‹ุฑุง PROPN alkej-849 380 9 ุตุญูŠู‹ุญุง ุตุญูŠู‹ุญุง NOUN alkej-849 380 10 ู„ู„ุฎุฑู ู„ู„ุฎุฑู PROPN alkej-849 380 11 ู„ู„ุจุญุซ ู„ู„ุจุญุซ PROPN alkej-849 380 12 ุนู† ุนู† PROPN alkej-849 380 13 ู†ุดุงุท ู†ุดุงุท PROPN alkej-849 380 14 ุฎู„ููŠุฉ ุฎู„ููŠุฉ PROPN alkej-849 380 15 ๐‘˜nnูˆู…ุตู†ู ๐‘˜nnูˆู…ุตู†ู PROPN alkej-849 380 16 ibgsaูˆ ibgsaูˆ ADJ alkej-849 380 17 mailto:noorbme@kecbu.uobaghdad.edu.iq mailto:noorbme@kecbu.uobaghdad.edu.iq PROPN alkej-849 380 18 mailto:sawal@ukm.edu.my mailto:sawal@ukm.edu.my PROPN alkej-849 380 19 mailto:sanom@upm.edu.my mailto:sanom@upm.edu.my NOUN alkej-849 380 20 abstract abstract ADJ alkej-849 380 21 keywords keyword NOUN alkej-849 380 22 : : PUNCT alkej-849 380 23 dementia dementia NOUN alkej-849 380 24 , , PUNCT alkej-849 380 25 wavelet wavelet NOUN alkej-849 380 26 , , PUNCT alkej-849 380 27 entropy entropy NOUN alkej-849 380 28 , , PUNCT alkej-849 380 29 dimensionality dimensionality NOUN alkej-849 380 30 reduction reduction NOUN alkej-849 380 31 , , PUNCT alkej-849 380 32 channels channel NOUN alkej-849 380 33 selection selection NOUN alkej-849 380 34 , , PUNCT alkej-849 380 35 features feature NOUN alkej-849 380 36 , , PUNCT alkej-849 380 37 classification classification NOUN alkej-849 380 38 . . PUNCT alkej-849 381 1 1 1 X alkej-849 381 2 . . X alkej-849 381 3 introduction introduction NOUN alkej-849 381 4 2 2 NUM alkej-849 381 5 . . PUNCT alkej-849 381 6 materials material NOUN alkej-849 381 7 and and CCONJ alkej-849 381 8 methods method NOUN alkej-849 381 9 2.1 2.1 NUM alkej-849 381 10 participants participant NOUN alkej-849 381 11 2.2 2.2 NUM alkej-849 381 12 eeg eeg NOUN alkej-849 381 13 recording record VERB alkej-849 381 14 2.3 2.3 NUM alkej-849 381 15 preprocessing preprocessing NOUN alkej-849 381 16 stage stage NOUN alkej-849 381 17 2.4 2.4 NUM alkej-849 381 18 features feature NOUN alkej-849 381 19 extraction extraction NOUN alkej-849 381 20 stage stage NOUN alkej-849 381 21 2.5 2.5 NUM alkej-849 381 22 statistical statistical ADJ alkej-849 381 23 analysis analysis NOUN alkej-849 381 24 2.6 2.6 NUM alkej-849 381 25 dimensionality dimensionality NOUN alkej-849 381 26 reduction reduction NOUN alkej-849 381 27 using use VERB alkej-849 381 28 ๐…๐๐๐€๐๐‘ ๐…๐๐๐€๐๐‘ PROPN alkej-849 381 29 2.7 2.7 NUM alkej-849 381 30 channel channel NOUN alkej-849 381 31 selection selection NOUN alkej-849 381 32 using use VERB alkej-849 381 33 ๐ˆ๐๐†๐’๐€ ๐ˆ๐๐†๐’๐€ PROPN alkej-849 381 34 2.8 2.8 NUM alkej-849 381 35 dementia dementia NOUN alkej-849 381 36 classification classification NOUN alkej-849 381 37 techniques technique NOUN alkej-849 381 38 3 3 NUM alkej-849 381 39 . . NOUN alkej-849 381 40 results result NOUN alkej-849 381 41 and and CCONJ alkej-849 381 42 discussion discussion NOUN alkej-849 381 43 3.1 3.1 NUM alkej-849 381 44 results result NOUN alkej-849 381 45 of of ADP alkej-849 381 46 preprocessing preprocesse VERB alkej-849 381 47 stage stage NOUN alkej-849 381 48 3.2 3.2 NUM alkej-849 381 49 results result NOUN alkej-849 381 50 of of ADP alkej-849 381 51 statistical statistical ADJ alkej-849 381 52 analysis analysis NOUN alkej-849 381 53 3.3 3.3 NUM alkej-849 381 54 results result NOUN alkej-849 381 55 of of ADP alkej-849 381 56 dementia dementia NOUN alkej-849 381 57 classification classification NOUN alkej-849 381 58 techniques technique NOUN alkej-849 381 59 4 4 NUM alkej-849 381 60 . . PUNCT alkej-849 382 1 conclusion conclusion NOUN alkej-849 382 2 references reference NOUN