id sid tid token lemma pos bracis-33577 1 1 euclidean euclidean ADJ bracis-33577 1 2 alignment alignment NOUN bracis-33577 1 3 for for ADP bracis-33577 1 4     SPACE bracis-33577 1 5 transfer transfer NOUN bracis-33577 1 6 learning learning NOUN bracis-33577 1 7 in in ADP bracis-33577 1 8     SPACE bracis-33577 1 9 multi multi ADJ bracis-33577 1 10 - - ADJ bracis-33577 1 11 band band ADJ bracis-33577 1 12 common common ADJ bracis-33577 1 13 spatial spatial ADJ bracis-33577 1 14 pattern pattern NOUN bracis-33577 1 15 | | NOUN bracis-33577 1 16 springer springer NOUN bracis-33577 1 17 nature nature NOUN bracis-33577 1 18 link link PROPN bracis-33577 1 19 ( ( PUNCT bracis-33577 1 20 formerly formerly ADV bracis-33577 1 21 springerlink springerlink NOUN bracis-33577 1 22 ) ) PUNCT bracis-33577 1 23 skip skip VERB bracis-33577 1 24 to to ADP bracis-33577 1 25 main main ADJ bracis-33577 1 26 content content NOUN bracis-33577 1 27 advertisement advertisement NOUN bracis-33577 1 28 log log NOUN bracis-33577 1 29 in in ADP bracis-33577 1 30 menu menu NOUN bracis-33577 1 31 find find VERB bracis-33577 1 32 a a DET bracis-33577 1 33 journal journal NOUN bracis-33577 1 34 publish publish VERB bracis-33577 1 35 with with ADP bracis-33577 1 36 us we PRON bracis-33577 1 37 track track VERB bracis-33577 1 38 your your PRON bracis-33577 1 39 research research NOUN bracis-33577 1 40 search search NOUN bracis-33577 1 41 cart cart NOUN bracis-33577 1 42 home home NOUN bracis-33577 1 43 intelligent intelligent ADJ bracis-33577 1 44 systems system NOUN bracis-33577 1 45 conference conference NOUN bracis-33577 1 46 paper paper NOUN bracis-33577 1 47 euclidean euclidean ADJ bracis-33577 1 48 alignment alignment NOUN bracis-33577 1 49 for for ADP bracis-33577 1 50     SPACE bracis-33577 1 51 transfer transfer NOUN bracis-33577 1 52 learning learning NOUN bracis-33577 1 53 in in ADP bracis-33577 1 54     SPACE bracis-33577 1 55 multi multi ADJ bracis-33577 1 56 - - ADJ bracis-33577 1 57 band band ADJ bracis-33577 1 58 common common ADJ bracis-33577 1 59 spatial spatial ADJ bracis-33577 1 60 pattern pattern NOUN bracis-33577 1 61 conference conference NOUN bracis-33577 1 62 paper paper NOUN bracis-33577 1 63 first first ADV bracis-33577 1 64 online online ADV bracis-33577 1 65 : : PUNCT bracis-33577 1 66 30 30 NUM bracis-33577 1 67 january january NOUN bracis-33577 1 68 2025 2025 NUM bracis-33577 1 69 pp pp CCONJ bracis-33577 1 70 430–443 430–443 NUM bracis-33577 1 71 cite cite VERB bracis-33577 1 72 this this DET bracis-33577 1 73 conference conference NOUN bracis-33577 1 74 paper paper NOUN bracis-33577 1 75 access access NOUN bracis-33577 1 76 provided provide VERB bracis-33577 1 77 by by ADP bracis-33577 1 78 university university PROPN bracis-33577 1 79 of of ADP bracis-33577 1 80 notre notre PROPN bracis-33577 1 81 dame dame PROPN bracis-33577 1 82 hesburgh hesburgh PROPN bracis-33577 1 83 library library PROPN bracis-33577 1 84 download download PROPN bracis-33577 1 85 book book NOUN bracis-33577 1 86 pdf pdf PROPN bracis-33577 1 87 download download NOUN bracis-33577 1 88 book book NOUN bracis-33577 1 89 epub epub PROPN bracis-33577 1 90 intelligent intelligent ADJ bracis-33577 1 91 systems system NOUN bracis-33577 1 92 ( ( PUNCT bracis-33577 1 93 bracis bracis NOUN bracis-33577 1 94 2024 2024 NUM bracis-33577 1 95 ) ) PUNCT bracis-33577 1 96 euclidean euclidean ADJ bracis-33577 1 97 alignment alignment NOUN bracis-33577 1 98 for for ADP bracis-33577 1 99     SPACE bracis-33577 1 100 transfer transfer NOUN bracis-33577 1 101 learning learning NOUN bracis-33577 1 102 in in ADP bracis-33577 1 103     SPACE bracis-33577 1 104 multi multi ADJ bracis-33577 1 105 - - ADJ bracis-33577 1 106 band band ADJ bracis-33577 1 107 common common ADJ bracis-33577 1 108 spatial spatial ADJ bracis-33577 1 109 pattern pattern NOUN bracis-33577 1 110 download download NOUN bracis-33577 1 111 book book NOUN bracis-33577 1 112 pdf pdf PROPN bracis-33577 1 113 download download NOUN bracis-33577 1 114 book book PROPN bracis-33577 1 115 epub epub PROPN bracis-33577 1 116 marcelo marcelo PROPN bracis-33577 1 117 m. m. PROPN bracis-33577 1 118 amorim amorim PROPN bracis-33577 1 119     SPACE bracis-33577 1 120 orcid orcid NOUN bracis-33577 1 121 : : PUNCT bracis-33577 1 122 orcid.org/0009-0003-1181-09229 orcid.org/0009-0003-1181-09229 ADJ bracis-33577 1 123 , , PUNCT bracis-33577 1 124 leonardo leonardo PROPN bracis-33577 1 125 prata prata PROPN bracis-33577 1 126     SPACE bracis-33577 1 127 orcid orcid NOUN bracis-33577 1 128 : : PUNCT bracis-33577 1 129 orcid.org/0009-0007-2976-36339 orcid.org/0009-0007-2976-36339 PROPN bracis-33577 1 130 , , PUNCT bracis-33577 1 131 joão joão PROPN bracis-33577 1 132 stephan stephan PROPN bracis-33577 1 133 maurício maurício PROPN bracis-33577 1 134     SPACE bracis-33577 1 135 orcid orcid NOUN bracis-33577 1 136 : : PUNCT bracis-33577 1 137 orcid.org/0009-0002-0176-040x9 orcid.org/0009-0002-0176-040x9 ADV bracis-33577 1 138 , , PUNCT bracis-33577 1 139 alex alex PROPN bracis-33577 1 140 borges borges PROPN bracis-33577 1 141     SPACE bracis-33577 1 142 orcid orcid NOUN bracis-33577 1 143 : : PUNCT bracis-33577 1 144 orcid.org/0000-0003-0821-126x9 orcid.org/0000-0003-0821-126x9 NUM bracis-33577 1 145 , , PUNCT bracis-33577 1 146 heder heder PROPN bracis-33577 1 147 bernardino bernardino PROPN bracis-33577 1 148     SPACE bracis-33577 1 149 orcid orcid NOUN bracis-33577 1 150 : : PUNCT bracis-33577 1 151 orcid.org/0000-0003-2012-78029 orcid.org/0000-0003-2012-78029 PROPN bracis-33577 1 152 & & CCONJ bracis-33577 1 153 … … PUNCT bracis-33577 1 154 gabriel gabriel PROPN bracis-33577 1 155 de de PROPN bracis-33577 1 156 souza souza PROPN bracis-33577 1 157     SPACE bracis-33577 1 158 orcid orcid NOUN bracis-33577 1 159 : : PUNCT bracis-33577 1 160 orcid.org/0000-0002-5931-654x9 orcid.org/0000-0002-5931-654x9 ADP bracis-33577 1 161     SPACE bracis-33577 1 162 show show NOUN bracis-33577 1 163 authors author NOUN bracis-33577 1 164 part part NOUN bracis-33577 1 165 of of ADP bracis-33577 1 166 the the DET bracis-33577 1 167 book book NOUN bracis-33577 1 168 series series NOUN bracis-33577 1 169 : : PUNCT bracis-33577 1 170 lecture lecture NOUN bracis-33577 1 171 notes note NOUN bracis-33577 1 172 in in ADP bracis-33577 1 173 computer computer NOUN bracis-33577 1 174 science science NOUN bracis-33577 1 175 ( ( PUNCT bracis-33577 1 176 ( ( PUNCT bracis-33577 1 177 lnai lnai ADJ bracis-33577 1 178 , , PUNCT bracis-33577 1 179 volume volume NOUN bracis-33577 1 180 15412 15412 NUM bracis-33577 1 181 ) ) PUNCT bracis-33577 1 182 ) ) PUNCT bracis-33577 1 183 included include VERB bracis-33577 1 184 in in ADP bracis-33577 1 185 the the DET bracis-33577 1 186 following follow VERB bracis-33577 1 187 conference conference NOUN bracis-33577 1 188 series series NOUN bracis-33577 1 189 : : PUNCT bracis-33577 1 190 brazilian brazilian ADJ bracis-33577 1 191 conference conference NOUN bracis-33577 1 192 on on ADP bracis-33577 1 193 intelligent intelligent ADJ bracis-33577 1 194 systems system NOUN bracis-33577 1 195 488 488 NUM bracis-33577 1 196 accesses access NOUN bracis-33577 1 197 1 1 NUM bracis-33577 1 198 citation citation NOUN bracis-33577 1 199 abstract abstract ADJ bracis-33577 1 200 stroke stroke NOUN bracis-33577 1 201 is be AUX bracis-33577 1 202 a a DET bracis-33577 1 203 major major ADJ bracis-33577 1 204 cause cause NOUN bracis-33577 1 205 of of ADP bracis-33577 1 206 death death NOUN bracis-33577 1 207 and and CCONJ bracis-33577 1 208 disability disability NOUN bracis-33577 1 209 worldwide worldwide ADV bracis-33577 1 210 . . PUNCT bracis-33577 2 1 motor motor NOUN bracis-33577 2 2 - - PUNCT bracis-33577 2 3 imagery imagery NOUN bracis-33577 2 4 based base VERB bracis-33577 2 5 brain brain NOUN bracis-33577 2 6 - - PUNCT bracis-33577 2 7 computer computer NOUN bracis-33577 2 8 interface interface NOUN bracis-33577 2 9 ( ( PUNCT bracis-33577 2 10 mi mi NOUN bracis-33577 2 11 - - ADJ bracis-33577 2 12 bci bci ADJ bracis-33577 2 13 ) ) PUNCT bracis-33577 2 14 models model NOUN bracis-33577 2 15 offer offer VERB bracis-33577 2 16 a a DET bracis-33577 2 17 post post ADJ bracis-33577 2 18 - - ADJ bracis-33577 2 19 stroke stroke ADJ bracis-33577 2 20 rehabilitation rehabilitation NOUN bracis-33577 2 21 option option NOUN bracis-33577 2 22 . . PUNCT bracis-33577 3 1 existing exist VERB bracis-33577 3 2 studies study NOUN bracis-33577 3 3 for for ADP bracis-33577 3 4 mi mi ADJ bracis-33577 3 5 - - ADJ bracis-33577 3 6 bci bci ADJ bracis-33577 3 7 use use NOUN bracis-33577 3 8 transfer transfer NOUN bracis-33577 3 9 learning learn VERB bracis-33577 3 10 techniques technique NOUN bracis-33577 3 11 like like ADP bracis-33577 3 12 euclidean euclidean ADJ bracis-33577 3 13 alignment alignment NOUN bracis-33577 3 14 ( ( PUNCT bracis-33577 3 15 ea ea NOUN bracis-33577 3 16 ) ) PUNCT bracis-33577 3 17 but but CCONJ bracis-33577 3 18 lose lose VERB bracis-33577 3 19 important important ADJ bracis-33577 3 20 brain brain NOUN bracis-33577 3 21 information information NOUN bracis-33577 3 22 due due ADP bracis-33577 3 23 to to ADP bracis-33577 3 24 bandpass bandpass NOUN bracis-33577 3 25 filtering filtering NOUN bracis-33577 3 26 . . PUNCT bracis-33577 4 1 this this DET bracis-33577 4 2 study study NOUN bracis-33577 4 3 introduces introduce VERB bracis-33577 4 4 new new ADJ bracis-33577 4 5 bci bci NOUN bracis-33577 4 6 architecture architecture NOUN bracis-33577 4 7 with with ADP bracis-33577 4 8 multi multi ADJ bracis-33577 4 9 - - ADJ bracis-33577 4 10 band band ADJ bracis-33577 4 11 temporal temporal ADJ bracis-33577 4 12 filters filter NOUN bracis-33577 4 13 and and CCONJ bracis-33577 4 14 ea ea NOUN bracis-33577 4 15 . . PUNCT bracis-33577 5 1 the the DET bracis-33577 5 2 methods method NOUN bracis-33577 5 3 considered consider VERB bracis-33577 5 4 here here ADV bracis-33577 5 5 are be AUX bracis-33577 5 6 filter filter NOUN bracis-33577 5 7 bank bank NOUN bracis-33577 5 8 ( ( PUNCT bracis-33577 5 9 fb fb INTJ bracis-33577 5 10 ) ) PUNCT bracis-33577 5 11 , , PUNCT bracis-33577 5 12 empirical empirical ADJ bracis-33577 5 13 mode mode NOUN bracis-33577 5 14 decomposition decomposition NOUN bracis-33577 5 15 ( ( PUNCT bracis-33577 5 16 emd emd PROPN bracis-33577 5 17 ) ) PUNCT bracis-33577 5 18 , , PUNCT bracis-33577 5 19 and and CCONJ bracis-33577 5 20 continuous continuous ADJ bracis-33577 5 21 wavelet wavelet NOUN bracis-33577 5 22 transform transform NOUN bracis-33577 5 23 ( ( PUNCT bracis-33577 5 24 cwt cwt NOUN bracis-33577 5 25 ) ) PUNCT bracis-33577 5 26 . . PUNCT bracis-33577 6 1 results result NOUN bracis-33577 6 2 show show VERB bracis-33577 6 3 performance performance NOUN bracis-33577 6 4 improvements improvement NOUN bracis-33577 6 5 , , PUNCT bracis-33577 6 6 especially especially ADV bracis-33577 6 7 with with ADP bracis-33577 6 8 ea ea NUM bracis-33577 6 9 being be AUX bracis-33577 6 10 applied apply VERB bracis-33577 6 11 before before ADP bracis-33577 6 12 filter filter NOUN bracis-33577 6 13 bank bank NOUN bracis-33577 6 14 . . PUNCT bracis-33577 7 1 these these DET bracis-33577 7 2 models model NOUN bracis-33577 7 3 offer offer VERB bracis-33577 7 4 promise promise NOUN bracis-33577 7 5 for for ADP bracis-33577 7 6 post post ADJ bracis-33577 7 7 - - ADJ bracis-33577 7 8 stroke stroke ADJ bracis-33577 7 9 rehabilitation rehabilitation NOUN bracis-33577 7 10 , , PUNCT bracis-33577 7 11 particularly particularly ADV bracis-33577 7 12 when when SCONJ bracis-33577 7 13 using use VERB bracis-33577 7 14 ea ea NOUN bracis-33577 7 15 before before ADP bracis-33577 7 16 the the DET bracis-33577 7 17 multi multi ADJ bracis-33577 7 18 - - ADJ bracis-33577 7 19 band band ADJ bracis-33577 7 20 filter filter NOUN bracis-33577 7 21 . . PUNCT bracis-33577 8 1 access access NOUN bracis-33577 8 2 provided provide VERB bracis-33577 8 3 by by ADP bracis-33577 8 4 university university PROPN bracis-33577 8 5 of of ADP bracis-33577 8 6 notre notre PROPN bracis-33577 8 7 dame dame PROPN bracis-33577 8 8 hesburgh hesburgh PROPN bracis-33577 8 9 library library PROPN bracis-33577 8 10 . . PUNCT bracis-33577 9 1 download download PROPN bracis-33577 9 2 conference conference NOUN bracis-33577 9 3 paper paper NOUN bracis-33577 9 4 pdf pdf NOUN bracis-33577 9 5 similar similar ADJ bracis-33577 9 6 content content NOUN bracis-33577 9 7 being be AUX bracis-33577 9 8 viewed view VERB bracis-33577 9 9 by by ADP bracis-33577 9 10 others other NOUN bracis-33577 9 11 session session NOUN bracis-33577 9 12 - - PUNCT bracis-33577 9 13 independent independent ADJ bracis-33577 9 14 subject subject ADJ bracis-33577 9 15 - - PUNCT bracis-33577 9 16 adaptive adaptive ADJ bracis-33577 9 17 mental mental ADJ bracis-33577 9 18 imagery imagery NOUN bracis-33577 9 19 bci bci NOUN bracis-33577 9 20 using use VERB bracis-33577 9 21 selective selective ADJ bracis-33577 9 22 filter filter NOUN bracis-33577 9 23 - - PUNCT bracis-33577 9 24 bank bank NOUN bracis-33577 9 25 adaptive adaptive ADJ bracis-33577 9 26 riemannian riemannian NOUN bracis-33577 9 27 features feature NOUN bracis-33577 9 28 article article NOUN bracis-33577 9 29 03 03 NUM bracis-33577 9 30 june june PROPN bracis-33577 9 31 2024 2024 NUM bracis-33577 9 32 optimal optimal ADJ bracis-33577 9 33 selection selection NOUN bracis-33577 9 34 of of ADP bracis-33577 9 35 frequency frequency NOUN bracis-33577 9 36 band band NOUN bracis-33577 9 37 and and CCONJ bracis-33577 9 38 wavelet wavelet NOUN bracis-33577 9 39 scattering scattering NOUN bracis-33577 9 40 for for ADP bracis-33577 9 41 feature feature NOUN bracis-33577 9 42 extraction extraction NOUN bracis-33577 9 43 in in ADP bracis-33577 9 44 multi multi ADJ bracis-33577 9 45 - - ADJ bracis-33577 9 46 class class ADJ bracis-33577 9 47 eeg eeg NOUN bracis-33577 9 48 classification classification NOUN bracis-33577 9 49 article article NOUN bracis-33577 9 50 06 06 NUM bracis-33577 9 51 february february PROPN bracis-33577 9 52 2025 2025 NUM bracis-33577 9 53 multiclass multiclass ADJ bracis-33577 9 54 motor motor NOUN bracis-33577 9 55 imagery imagery NOUN bracis-33577 9 56 classification classification NOUN bracis-33577 9 57 with with ADP bracis-33577 9 58 riemannian riemannian ADJ bracis-33577 9 59 geometry geometry NOUN bracis-33577 9 60 and and CCONJ bracis-33577 9 61 temporal temporal ADJ bracis-33577 9 62 - - PUNCT bracis-33577 9 63 spectral spectral ADJ bracis-33577 9 64 selection selection NOUN bracis-33577 9 65 article article NOUN bracis-33577 9 66 09 09 NUM bracis-33577 9 67 may may PROPN bracis-33577 9 68 2024 2024 NUM bracis-33577 9 69 1 1 NUM bracis-33577 9 70 introduction introduction NOUN bracis-33577 9 71 stroke stroke NOUN bracis-33577 9 72 is be AUX bracis-33577 9 73 a a DET bracis-33577 9 74 leading lead VERB bracis-33577 9 75 cause cause NOUN bracis-33577 9 76 of of ADP bracis-33577 9 77 disability disability NOUN bracis-33577 9 78 and and CCONJ bracis-33577 9 79 mortality mortality NOUN bracis-33577 9 80 worldwide worldwide ADV bracis-33577 9 81 , , PUNCT bracis-33577 9 82 demands demand VERB bracis-33577 9 83 urgent urgent ADJ bracis-33577 9 84 attention attention NOUN bracis-33577 9 85 due due ADP bracis-33577 9 86 to to ADP bracis-33577 9 87 its its PRON bracis-33577 9 88 deep deep ADJ bracis-33577 9 89 impact impact NOUN bracis-33577 9 90 on on ADP bracis-33577 9 91 individuals individual NOUN bracis-33577 9 92 and and CCONJ bracis-33577 9 93 healthcare healthcare PROPN bracis-33577 9 94 systems system NOUN bracis-33577 9 95     SPACE bracis-33577 10 1 [ [ X bracis-33577 10 2 18 18 NUM bracis-33577 10 3 ] ] PUNCT bracis-33577 10 4 . . PUNCT bracis-33577 11 1 over over ADP bracis-33577 11 2 the the DET bracis-33577 11 3 years year NOUN bracis-33577 11 4 , , PUNCT bracis-33577 11 5 significant significant ADJ bracis-33577 11 6 strides stride NOUN bracis-33577 11 7 have have AUX bracis-33577 11 8 been be AUX bracis-33577 11 9 made make VERB bracis-33577 11 10 in in ADP bracis-33577 11 11 stroke stroke NOUN bracis-33577 11 12 treatment treatment NOUN bracis-33577 11 13 , , PUNCT bracis-33577 11 14 revolutionizing revolutionize VERB bracis-33577 11 15 patient patient ADJ bracis-33577 11 16 care care NOUN bracis-33577 11 17 and and CCONJ bracis-33577 11 18 outcomes outcome NOUN bracis-33577 11 19 . . PUNCT bracis-33577 12 1 one one NUM bracis-33577 12 2 of of ADP bracis-33577 12 3 the the DET bracis-33577 12 4 most most ADV bracis-33577 12 5 recent recent ADJ bracis-33577 12 6 methods method NOUN bracis-33577 12 7 of of ADP bracis-33577 12 8 treatment treatment NOUN bracis-33577 12 9 is be AUX bracis-33577 12 10 the the DET bracis-33577 12 11 utilization utilization NOUN bracis-33577 12 12 of of ADP bracis-33577 12 13 brain brain NOUN bracis-33577 12 14 - - PUNCT bracis-33577 12 15 computer computer NOUN bracis-33577 12 16 interface interface NOUN bracis-33577 12 17 models model NOUN bracis-33577 12 18 . . PUNCT bracis-33577 13 1 brain brain NOUN bracis-33577 13 2 - - PUNCT bracis-33577 13 3 computer computer NOUN bracis-33577 13 4 interface interface NOUN bracis-33577 13 5     SPACE bracis-33577 13 6 ( ( PUNCT bracis-33577 13 7 bci bci PROPN bracis-33577 13 8 ) ) PUNCT bracis-33577 13 9 is be AUX bracis-33577 13 10 a a DET bracis-33577 13 11 system system NOUN bracis-33577 13 12 that that PRON bracis-33577 13 13 allows allow VERB bracis-33577 13 14 for for ADP bracis-33577 13 15 direct direct ADJ bracis-33577 13 16 communication communication NOUN bracis-33577 13 17 between between ADP bracis-33577 13 18 the the DET bracis-33577 13 19 brain brain NOUN bracis-33577 13 20 and and CCONJ bracis-33577 13 21 an an DET bracis-33577 13 22 electronic electronic ADJ bracis-33577 13 23 device device NOUN bracis-33577 13 24 without without ADP bracis-33577 13 25 peripheral peripheral ADJ bracis-33577 13 26 muscles muscle NOUN bracis-33577 13 27     SPACE bracis-33577 14 1 [ [ X bracis-33577 14 2 3 3 NUM bracis-33577 14 3 ] ] PUNCT bracis-33577 14 4 . . PUNCT bracis-33577 15 1 it it PRON bracis-33577 15 2 translates translate VERB bracis-33577 15 3 the the DET bracis-33577 15 4 electrical electrical ADJ bracis-33577 15 5 signal signal NOUN bracis-33577 15 6 of of ADP bracis-33577 15 7 the the DET bracis-33577 15 8 brain brain NOUN bracis-33577 15 9 in in ADP bracis-33577 15 10 a a DET bracis-33577 15 11 task task NOUN bracis-33577 15 12 to to ADP bracis-33577 15 13 a a DET bracis-33577 15 14 computational computational ADJ bracis-33577 15 15 system system NOUN bracis-33577 15 16 . . PUNCT bracis-33577 16 1 invasive invasive ADJ bracis-33577 16 2 and and CCONJ bracis-33577 16 3 non non ADJ bracis-33577 16 4 - - ADJ bracis-33577 16 5 invasive invasive ADJ bracis-33577 16 6 acquisition acquisition NOUN bracis-33577 16 7 methods method NOUN bracis-33577 16 8 can can AUX bracis-33577 16 9 collect collect VERB bracis-33577 16 10 the the DET bracis-33577 16 11 brain brain NOUN bracis-33577 16 12 ’s ’s PART bracis-33577 16 13 signal signal NOUN bracis-33577 16 14 . . PUNCT bracis-33577 17 1 the the DET bracis-33577 17 2 invasive invasive ADJ bracis-33577 17 3 ways way NOUN bracis-33577 17 4 have have VERB bracis-33577 17 5 a a DET bracis-33577 17 6 better well ADJ bracis-33577 17 7 signal signal NOUN bracis-33577 17 8 - - PUNCT bracis-33577 17 9 to to ADP bracis-33577 17 10 - - PUNCT bracis-33577 17 11 noise noise NOUN bracis-33577 17 12 ratio ratio NOUN bracis-33577 17 13     SPACE bracis-33577 17 14 ( ( PUNCT bracis-33577 17 15 snr snr PROPN bracis-33577 17 16 ) ) PUNCT bracis-33577 17 17 , , PUNCT bracis-33577 17 18 being be AUX bracis-33577 17 19 between between ADP bracis-33577 17 20 10 10 NUM bracis-33577 17 21 to to PART bracis-33577 17 22 100 100 NUM bracis-33577 17 23 times time NOUN bracis-33577 17 24 better well ADJ bracis-33577 17 25 than than ADP bracis-33577 17 26 non non ADJ bracis-33577 17 27 - - ADJ bracis-33577 17 28 invasive invasive ADJ bracis-33577 17 29 methods method NOUN bracis-33577 17 30 , , PUNCT bracis-33577 17 31 but but CCONJ bracis-33577 17 32 are be AUX bracis-33577 17 33 more more ADV bracis-33577 17 34 dangerous dangerous ADJ bracis-33577 17 35 for for ADP bracis-33577 17 36 the the DET bracis-33577 17 37 subject subject NOUN bracis-33577 17 38 , , PUNCT bracis-33577 17 39 since since SCONJ bracis-33577 17 40 they they PRON bracis-33577 17 41 carry carry VERB bracis-33577 17 42 risks risk NOUN bracis-33577 17 43 such such ADJ bracis-33577 17 44 as as ADP bracis-33577 17 45 infection infection NOUN bracis-33577 17 46 , , PUNCT bracis-33577 17 47 tissue tissue NOUN bracis-33577 17 48 damage damage NOUN bracis-33577 17 49 , , PUNCT bracis-33577 17 50 and and CCONJ bracis-33577 17 51 implant implant ADJ bracis-33577 17 52 rejection rejection NOUN bracis-33577 17 53 due due ADP bracis-33577 17 54 to to ADP bracis-33577 17 55 their their PRON bracis-33577 17 56 surgical surgical ADJ bracis-33577 17 57 nature nature NOUN bracis-33577 17 58 . . PUNCT bracis-33577 18 1 the the DET bracis-33577 18 2 non non ADJ bracis-33577 18 3 - - ADJ bracis-33577 18 4 invasive invasive ADJ bracis-33577 18 5 equipment equipment NOUN bracis-33577 18 6 is be AUX bracis-33577 18 7 safer safe ADJ bracis-33577 18 8 than than ADP bracis-33577 18 9 the the DET bracis-33577 18 10 invasive invasive ADJ bracis-33577 18 11 ones one NOUN bracis-33577 18 12 , , PUNCT bracis-33577 18 13 but but CCONJ bracis-33577 18 14 they they PRON bracis-33577 18 15 have have VERB bracis-33577 18 16 a a DET bracis-33577 18 17 more more ADV bracis-33577 18 18 imprecise imprecise ADJ bracis-33577 18 19 signal signal NOUN bracis-33577 18 20 . . PUNCT bracis-33577 19 1 electroencephalography electroencephalography NOUN bracis-33577 19 2     SPACE bracis-33577 19 3 ( ( PUNCT bracis-33577 19 4 eeg eeg PROPN bracis-33577 19 5 ) ) PUNCT bracis-33577 19 6 is be AUX bracis-33577 19 7 the the DET bracis-33577 19 8 most most ADV bracis-33577 19 9 used used ADJ bracis-33577 19 10 equipment equipment NOUN bracis-33577 19 11 for for ADP bracis-33577 19 12 bci bci NOUN bracis-33577 19 13 as as SCONJ bracis-33577 19 14 it it PRON bracis-33577 19 15 is be AUX bracis-33577 19 16 not not PART bracis-33577 19 17 invasive invasive ADJ bracis-33577 19 18 , , PUNCT bracis-33577 19 19 has have AUX bracis-33577 19 20 a a DET bracis-33577 19 21 satisfactory satisfactory ADJ bracis-33577 19 22 temporal temporal ADJ bracis-33577 19 23 resolution resolution NOUN bracis-33577 19 24 in in ADP bracis-33577 19 25 the the DET bracis-33577 19 26 range range NOUN bracis-33577 19 27 of of ADP bracis-33577 19 28 milliseconds millisecond NOUN bracis-33577 19 29 ( ( PUNCT bracis-33577 19 30 same same ADJ bracis-33577 19 31 as as ADP bracis-33577 19 32 the the DET bracis-33577 19 33 invasive invasive ADJ bracis-33577 19 34 ones one NOUN bracis-33577 19 35 ) ) PUNCT bracis-33577 19 36 , , PUNCT bracis-33577 19 37 and and CCONJ bracis-33577 19 38 is be AUX bracis-33577 19 39 portable portable ADJ bracis-33577 19 40 , , PUNCT bracis-33577 19 41 light light ADJ bracis-33577 19 42 , , PUNCT bracis-33577 19 43 and and CCONJ bracis-33577 19 44 10 10 NUM bracis-33577 19 45 times time NOUN bracis-33577 19 46 cheaper cheap ADJ bracis-33577 19 47 than than ADP bracis-33577 19 48 the the DET bracis-33577 19 49 invasive invasive ADJ bracis-33577 19 50 ones one NOUN bracis-33577 19 51     SPACE bracis-33577 20 1 [ [ X bracis-33577 20 2 2 2 NUM bracis-33577 20 3 ] ] PUNCT bracis-33577 20 4 . . PUNCT bracis-33577 21 1 the the DET bracis-33577 21 2 bci bci PROPN bracis-33577 21 3 models model NOUN bracis-33577 21 4 are be AUX bracis-33577 21 5 sensitive sensitive ADJ bracis-33577 21 6 to to ADP bracis-33577 21 7 the the DET bracis-33577 21 8 subject subject NOUN bracis-33577 21 9 who who PRON bracis-33577 21 10 provided provide VERB bracis-33577 21 11 the the DET bracis-33577 21 12 brain brain NOUN bracis-33577 21 13 ’s ’s PART bracis-33577 21 14 signals signal NOUN bracis-33577 21 15 to to PART bracis-33577 21 16 train train VERB bracis-33577 21 17 the the DET bracis-33577 21 18 model model NOUN bracis-33577 21 19 . . PUNCT bracis-33577 22 1 due due ADP bracis-33577 22 2 to to ADP bracis-33577 22 3 the the DET bracis-33577 22 4 non non ADJ bracis-33577 22 5 - - ADJ bracis-33577 22 6 stationary stationary ADJ bracis-33577 22 7 behavior behavior NOUN bracis-33577 22 8 of of ADP bracis-33577 22 9 the the DET bracis-33577 22 10 eeg eeg NOUN bracis-33577 22 11 signals signal NOUN bracis-33577 22 12 and and CCONJ bracis-33577 22 13 the the DET bracis-33577 22 14 anatomic anatomic ADJ bracis-33577 22 15 difference difference NOUN bracis-33577 22 16 between between ADP bracis-33577 22 17 people people NOUN bracis-33577 22 18 ’s ’s PART bracis-33577 22 19 brains brain NOUN bracis-33577 22 20 , , PUNCT bracis-33577 22 21 the the DET bracis-33577 22 22 model model NOUN bracis-33577 22 23 is be AUX bracis-33577 22 24 usually usually ADV bracis-33577 22 25 subject subject ADJ bracis-33577 22 26 - - PUNCT bracis-33577 22 27 dependent dependent ADJ bracis-33577 22 28 . . PUNCT bracis-33577 23 1 transfer transfer NOUN bracis-33577 23 2 learning learning NOUN bracis-33577 23 3     SPACE bracis-33577 23 4 ( ( PUNCT bracis-33577 23 5 tl tl PROPN bracis-33577 23 6 ) ) PUNCT bracis-33577 23 7 techniques technique NOUN bracis-33577 23 8 can can AUX bracis-33577 23 9 decrease decrease VERB bracis-33577 23 10 the the DET bracis-33577 23 11 signal signal ADJ bracis-33577 23 12 difference difference NOUN bracis-33577 23 13 between between ADP bracis-33577 23 14 subjects subject NOUN bracis-33577 23 15 and and CCONJ bracis-33577 23 16 reduce reduce VERB bracis-33577 23 17 that that DET bracis-33577 23 18 problem problem NOUN bracis-33577 23 19 . . PUNCT bracis-33577 24 1 this this DET bracis-33577 24 2 way way NOUN bracis-33577 24 3 , , PUNCT bracis-33577 24 4 we we PRON bracis-33577 24 5 can can AUX bracis-33577 24 6 use use VERB bracis-33577 24 7 data datum NOUN bracis-33577 24 8 from from ADP bracis-33577 24 9 a a DET bracis-33577 24 10 set set NOUN bracis-33577 24 11 of of ADP bracis-33577 24 12 subjects subject NOUN bracis-33577 24 13     SPACE bracis-33577 24 14 ( ( PUNCT bracis-33577 24 15 source source NOUN bracis-33577 24 16 domain domain NOUN bracis-33577 24 17 ) ) PUNCT bracis-33577 24 18 to to PART bracis-33577 24 19 train train VERB bracis-33577 24 20 a a DET bracis-33577 24 21 model model NOUN bracis-33577 24 22 to to ADP bracis-33577 24 23 another another DET bracis-33577 24 24 one one NUM bracis-33577 24 25     SPACE bracis-33577 24 26 ( ( PUNCT bracis-33577 24 27 target target NOUN bracis-33577 24 28 domain domain NOUN bracis-33577 24 29 ) ) PUNCT bracis-33577 24 30 . . PUNCT bracis-33577 25 1 riemannian riemannian ADJ bracis-33577 25 2 alignment alignment NOUN bracis-33577 25 3     SPACE bracis-33577 25 4 ( ( PUNCT bracis-33577 25 5 ra ra NOUN bracis-33577 25 6 ) ) PUNCT bracis-33577 25 7 and and CCONJ bracis-33577 25 8 euclidean euclidean ADJ bracis-33577 25 9 alignments alignment NOUN bracis-33577 25 10     SPACE bracis-33577 25 11 ( ( PUNCT bracis-33577 25 12 ea ea NOUN bracis-33577 25 13 ) ) PUNCT bracis-33577 25 14 are be AUX bracis-33577 25 15 the the DET bracis-33577 25 16 most most ADV bracis-33577 25 17 used use VERB bracis-33577 25 18 transfer transfer NOUN bracis-33577 25 19 learning learning NOUN bracis-33577 25 20 methods method NOUN bracis-33577 25 21     SPACE bracis-33577 26 1 [ [ X bracis-33577 26 2 7 7 NUM bracis-33577 26 3 ] ] PUNCT bracis-33577 26 4 . . PUNCT bracis-33577 27 1 however however ADV bracis-33577 27 2 , , PUNCT bracis-33577 27 3 those those DET bracis-33577 27 4 models model NOUN bracis-33577 27 5 only only ADV bracis-33577 27 6 use use VERB bracis-33577 27 7 a a DET bracis-33577 27 8 single single ADJ bracis-33577 27 9 band band NOUN bracis-33577 27 10 in in ADP bracis-33577 27 11 the the DET bracis-33577 27 12 temporal temporal ADJ bracis-33577 27 13 filtering filter VERB bracis-33577 27 14 step step NOUN bracis-33577 27 15 , , PUNCT bracis-33577 27 16 losing lose VERB bracis-33577 27 17 some some DET bracis-33577 27 18 temporal temporal ADJ bracis-33577 27 19 patterns pattern NOUN bracis-33577 27 20 . . PUNCT bracis-33577 28 1 in in ADP bracis-33577 28 2 this this DET bracis-33577 28 3 case case NOUN bracis-33577 28 4 , , PUNCT bracis-33577 28 5 the the DET bracis-33577 28 6 alignment alignment NOUN bracis-33577 28 7 transforms transform VERB bracis-33577 28 8 the the DET bracis-33577 28 9 signals signal NOUN bracis-33577 28 10 of of ADP bracis-33577 28 11 the the DET bracis-33577 28 12 source source NOUN bracis-33577 28 13 and and CCONJ bracis-33577 28 14 the the DET bracis-33577 28 15 target target NOUN bracis-33577 28 16 subjects subject NOUN bracis-33577 28 17 to to ADP bracis-33577 28 18 the the DET bracis-33577 28 19 same same ADJ bracis-33577 28 20 space space NOUN bracis-33577 28 21 . . PUNCT bracis-33577 29 1 we we PRON bracis-33577 29 2 propose propose VERB bracis-33577 29 3 different different ADJ bracis-33577 29 4 ways way NOUN bracis-33577 29 5 to to PART bracis-33577 29 6 use use VERB bracis-33577 29 7 multi multi ADJ bracis-33577 29 8 - - ADJ bracis-33577 29 9 band band ADJ bracis-33577 29 10 models model NOUN bracis-33577 29 11 with with ADP bracis-33577 29 12 ea ea NOUN bracis-33577 29 13 , , PUNCT bracis-33577 29 14 and and CCONJ bracis-33577 29 15 the the DET bracis-33577 29 16 evaluated evaluated ADJ bracis-33577 29 17 temporal temporal ADJ bracis-33577 29 18 filtering filtering NOUN bracis-33577 29 19 was be AUX bracis-33577 29 20 filter filter NOUN bracis-33577 29 21 bank bank NOUN bracis-33577 29 22     SPACE bracis-33577 29 23 ( ( PUNCT bracis-33577 29 24 fb fb INTJ bracis-33577 29 25 ) ) PUNCT bracis-33577 29 26 , , PUNCT bracis-33577 29 27 empirical empirical ADJ bracis-33577 29 28 mode mode NOUN bracis-33577 29 29 decomposition decomposition NOUN bracis-33577 29 30     SPACE bracis-33577 29 31 ( ( PUNCT bracis-33577 29 32 emd emd PROPN bracis-33577 29 33 ) ) PUNCT bracis-33577 29 34 , , PUNCT bracis-33577 29 35 and and CCONJ bracis-33577 29 36 continuous continuous ADJ bracis-33577 29 37 wavelet wavelet NOUN bracis-33577 29 38 transform transform NOUN bracis-33577 29 39     SPACE bracis-33577 29 40 ( ( PUNCT bracis-33577 29 41 cwt cwt NOUN bracis-33577 29 42 ) ) PUNCT bracis-33577 29 43 . . PUNCT bracis-33577 30 1 using use VERB bracis-33577 30 2 the the DET bracis-33577 30 3 physionetmi physionetmi NOUN bracis-33577 30 4 dataset dataset VERB bracis-33577 30 5 , , PUNCT bracis-33577 30 6 a a DET bracis-33577 30 7 well well ADV bracis-33577 30 8 - - PUNCT bracis-33577 30 9 known know VERB bracis-33577 30 10 dataset dataset NOUN bracis-33577 30 11 from from ADP bracis-33577 30 12 literature literature NOUN bracis-33577 30 13 , , PUNCT bracis-33577 30 14 the the DET bracis-33577 30 15 results result NOUN bracis-33577 30 16 obtained obtain VERB bracis-33577 30 17 pointed point VERB bracis-33577 30 18 out out ADP bracis-33577 30 19 that that SCONJ bracis-33577 30 20 multi multi NOUN bracis-33577 30 21 - - NOUN bracis-33577 30 22 band band NOUN bracis-33577 30 23 with with ADP bracis-33577 30 24 ea ea NOUN bracis-33577 30 25 improves improve VERB bracis-33577 30 26 the the DET bracis-33577 30 27 results result NOUN bracis-33577 30 28 of of ADP bracis-33577 30 29 bci bci ADJ bracis-33577 30 30 classifiers classifier NOUN bracis-33577 30 31 in in ADP bracis-33577 30 32 this this DET bracis-33577 30 33 scenario scenario NOUN bracis-33577 30 34 . . PUNCT bracis-33577 31 1 this this PRON bracis-33577 31 2 is be AUX bracis-33577 31 3 an an DET bracis-33577 31 4 advantage advantage NOUN bracis-33577 31 5 for for ADP bracis-33577 31 6 the the DET bracis-33577 31 7 bci bci PROPN bracis-33577 31 8 models model NOUN bracis-33577 31 9 dedicated dedicate VERB bracis-33577 31 10 to to ADP bracis-33577 31 11 post post ADJ bracis-33577 31 12 - - ADJ bracis-33577 31 13 stroke stroke ADJ bracis-33577 31 14 motor motor NOUN bracis-33577 31 15 rehabilitation rehabilitation NOUN bracis-33577 31 16 , , PUNCT bracis-33577 31 17 as as SCONJ bracis-33577 31 18 it it PRON bracis-33577 31 19 reduces reduce VERB bracis-33577 31 20 the the DET bracis-33577 31 21 calibration calibration NOUN bracis-33577 31 22 time time NOUN bracis-33577 31 23 and and CCONJ bracis-33577 31 24 makes make VERB bracis-33577 31 25 the the DET bracis-33577 31 26 procedure procedure NOUN bracis-33577 31 27 straightforward straightforward ADJ bracis-33577 31 28 to to PART bracis-33577 31 29 be be AUX bracis-33577 31 30 used use VERB bracis-33577 31 31 with with ADP bracis-33577 31 32 any any DET bracis-33577 31 33 patient patient NOUN bracis-33577 31 34 . . PUNCT bracis-33577 32 1 2 2 NUM bracis-33577 32 2 related related ADJ bracis-33577 32 3 work work NOUN bracis-33577 32 4 the the DET bracis-33577 32 5 variations variation NOUN bracis-33577 32 6 in in ADP bracis-33577 32 7 eeg eeg NOUN bracis-33577 32 8 signals signal NOUN bracis-33577 32 9 between between ADP bracis-33577 32 10 individuals individual NOUN bracis-33577 32 11 are be AUX bracis-33577 32 12 remarkable remarkable ADJ bracis-33577 32 13 , , PUNCT bracis-33577 32 14 reflecting reflect VERB bracis-33577 32 15 the the DET bracis-33577 32 16 distinct distinct ADJ bracis-33577 32 17 nuances nuance NOUN bracis-33577 32 18 of of ADP bracis-33577 32 19 their their PRON bracis-33577 32 20 brain brain NOUN bracis-33577 32 21 activities activity NOUN bracis-33577 32 22     SPACE bracis-33577 33 1 [ [ X bracis-33577 33 2 12 12 NUM bracis-33577 33 3 ] ] PUNCT bracis-33577 33 4 . . PUNCT bracis-33577 34 1 this this DET bracis-33577 34 2 condition condition NOUN bracis-33577 34 3 is be AUX bracis-33577 34 4 intensified intensify VERB bracis-33577 34 5 in in ADP bracis-33577 34 6 individuals individual NOUN bracis-33577 34 7 who who PRON bracis-33577 34 8 have have AUX bracis-33577 34 9 suffered suffer VERB bracis-33577 34 10 some some DET bracis-33577 34 11 form form NOUN bracis-33577 34 12 of of ADP bracis-33577 34 13 stroke stroke NOUN bracis-33577 34 14 . . PUNCT bracis-33577 35 1 as as ADP bracis-33577 35 2 a a DET bracis-33577 35 3 result result NOUN bracis-33577 35 4 , , PUNCT bracis-33577 35 5 these these DET bracis-33577 35 6 differences difference NOUN bracis-33577 35 7 significantly significantly ADV bracis-33577 35 8 impact impact VERB bracis-33577 35 9 the the DET bracis-33577 35 10 training training NOUN bracis-33577 35 11 phase phase NOUN bracis-33577 35 12 in in ADP bracis-33577 35 13 bci bci PROPN bracis-33577 35 14 , , PUNCT bracis-33577 35 15 requiring require VERB bracis-33577 35 16 a a DET bracis-33577 35 17 personalized personalized ADJ bracis-33577 35 18 approach approach NOUN bracis-33577 35 19 . . PUNCT bracis-33577 36 1 therefore therefore ADV bracis-33577 36 2 , , PUNCT bracis-33577 36 3 in in ADP bracis-33577 36 4 most most ADJ bracis-33577 36 5 cases case NOUN bracis-33577 36 6 , , PUNCT bracis-33577 36 7 it it PRON bracis-33577 36 8 is be AUX bracis-33577 36 9 crucial crucial ADJ bracis-33577 36 10 to to PART bracis-33577 36 11 train train VERB bracis-33577 36 12 a a DET bracis-33577 36 13 distinct distinct ADJ bracis-33577 36 14 model model NOUN bracis-33577 36 15 for for ADP bracis-33577 36 16 each each DET bracis-33577 36 17 person person NOUN bracis-33577 36 18 . . PUNCT bracis-33577 37 1 to to PART bracis-33577 37 2 deal deal VERB bracis-33577 37 3 with with ADP bracis-33577 37 4 this this DET bracis-33577 37 5 situation situation NOUN bracis-33577 37 6 , , PUNCT bracis-33577 37 7 transfer transfer NOUN bracis-33577 37 8 learning learning NOUN bracis-33577 37 9 methods method NOUN bracis-33577 37 10 were be AUX bracis-33577 37 11 proposed propose VERB bracis-33577 37 12 to to PART bracis-33577 37 13 use use VERB bracis-33577 37 14 many many ADJ bracis-33577 37 15 subjects subject NOUN bracis-33577 37 16 in in ADP bracis-33577 37 17 a a DET bracis-33577 37 18 single single ADJ bracis-33577 37 19 training training NOUN bracis-33577 37 20 step step NOUN bracis-33577 37 21 . . PUNCT bracis-33577 38 1 one one NUM bracis-33577 38 2 of of ADP bracis-33577 38 3 the the DET bracis-33577 38 4 most most ADV bracis-33577 38 5 used use VERB bracis-33577 38 6 methods method NOUN bracis-33577 38 7 is be AUX bracis-33577 38 8 the the DET bracis-33577 38 9 riemannian riemannian ADJ bracis-33577 38 10 alignment alignment NOUN bracis-33577 38 11     SPACE bracis-33577 38 12 ( ( PUNCT bracis-33577 38 13 ra ra NOUN bracis-33577 38 14 ) ) PUNCT bracis-33577 38 15 , , PUNCT bracis-33577 38 16 which which PRON bracis-33577 38 17 is be AUX bracis-33577 38 18 a a DET bracis-33577 38 19 method method NOUN bracis-33577 38 20 to to PART bracis-33577 38 21 align align VERB bracis-33577 38 22 the the DET bracis-33577 38 23 covariance covariance NOUN bracis-33577 38 24 matrix matrix NOUN bracis-33577 38 25 of of ADP bracis-33577 38 26 the the DET bracis-33577 38 27 signals signal NOUN bracis-33577 38 28 from from ADP bracis-33577 38 29 each each DET bracis-33577 38 30 subject subject NOUN bracis-33577 38 31 during during ADP bracis-33577 38 32 their their PRON bracis-33577 38 33 resting rest VERB bracis-33577 38 34 state state NOUN bracis-33577 38 35 . . PUNCT bracis-33577 39 1 however however ADV bracis-33577 39 2 , , PUNCT bracis-33577 39 3 riemannian riemannian ADJ bracis-33577 39 4 space space NOUN bracis-33577 39 5 makes make VERB bracis-33577 39 6 the the DET bracis-33577 39 7 model model NOUN bracis-33577 39 8 more more ADV bracis-33577 39 9 computationally computationally ADV bracis-33577 39 10 expensive expensive ADJ bracis-33577 39 11 and and CCONJ bracis-33577 39 12 limited limited ADJ bracis-33577 39 13 since since SCONJ bracis-33577 39 14 the the DET bracis-33577 39 15 classifiers classifier NOUN bracis-33577 39 16 must must AUX bracis-33577 39 17 perform perform VERB bracis-33577 39 18 efficiently efficiently ADV bracis-33577 39 19 in in ADP bracis-33577 39 20 that that DET bracis-33577 39 21 space space NOUN bracis-33577 39 22 . . PUNCT bracis-33577 40 1 to to PART bracis-33577 40 2 outperform outperform VERB bracis-33577 40 3 that that DET bracis-33577 40 4 problem problem NOUN bracis-33577 40 5 , , PUNCT bracis-33577 40 6 the the DET bracis-33577 40 7 euclidean euclidean ADJ bracis-33577 40 8 alignment alignment NOUN bracis-33577 40 9     SPACE bracis-33577 40 10 ( ( PUNCT bracis-33577 40 11 ea ea NOUN bracis-33577 40 12 ) ) PUNCT bracis-33577 40 13 was be AUX bracis-33577 40 14 proposed propose VERB bracis-33577 40 15     SPACE bracis-33577 41 1 [ [ X bracis-33577 41 2 7 7 NUM bracis-33577 41 3 ] ] PUNCT bracis-33577 41 4 . . PUNCT bracis-33577 42 1 ea ea PROPN bracis-33577 42 2 aligns align VERB bracis-33577 42 3 the the DET bracis-33577 42 4 eeg eeg NOUN bracis-33577 42 5 trials trial NOUN bracis-33577 42 6 for for ADP bracis-33577 42 7 each each DET bracis-33577 42 8 subject subject NOUN bracis-33577 42 9 in in ADP bracis-33577 42 10 euclidean euclidean ADJ bracis-33577 42 11 space space NOUN bracis-33577 42 12 using use VERB bracis-33577 42 13 the the DET bracis-33577 42 14 mean mean NOUN bracis-33577 42 15 of of ADP bracis-33577 42 16 the the DET bracis-33577 42 17 covariance covariance NOUN bracis-33577 42 18 matrix matrix NOUN bracis-33577 42 19 of of ADP bracis-33577 42 20 the the DET bracis-33577 42 21 subject subject NOUN bracis-33577 42 22 ’s ’s PART bracis-33577 42 23 trials trial NOUN bracis-33577 42 24 as as ADP bracis-33577 42 25 a a DET bracis-33577 42 26 reference reference NOUN bracis-33577 42 27 matrix matrix NOUN bracis-33577 42 28 . . PUNCT bracis-33577 43 1 thereafter thereafter ADV bracis-33577 43 2 , , PUNCT bracis-33577 43 3 the the DET bracis-33577 43 4 transformed transform VERB bracis-33577 43 5 reference reference NOUN bracis-33577 43 6 matrix matrix NOUN bracis-33577 43 7 regarding regard VERB bracis-33577 43 8 each each DET bracis-33577 43 9 subject subject NOUN bracis-33577 43 10 becomes become VERB bracis-33577 43 11 the the DET bracis-33577 43 12 identity identity NOUN bracis-33577 43 13 matrix matrix NOUN bracis-33577 43 14 . . PUNCT bracis-33577 44 1 this this DET bracis-33577 44 2 technique technique NOUN bracis-33577 44 3 reduces reduce VERB bracis-33577 44 4 the the DET bracis-33577 44 5 difference difference NOUN bracis-33577 44 6 between between ADP bracis-33577 44 7 data datum NOUN bracis-33577 44 8 of of ADP bracis-33577 44 9 distinct distinct ADJ bracis-33577 44 10 subjects subject NOUN bracis-33577 44 11 , , PUNCT bracis-33577 44 12 similarly similarly ADV bracis-33577 44 13 than than ADP bracis-33577 44 14 ra ra PROPN bracis-33577 44 15 , , PUNCT bracis-33577 44 16 but but CCONJ bracis-33577 44 17 without without ADP bracis-33577 44 18 transferring transfer VERB bracis-33577 44 19 the the DET bracis-33577 44 20 data datum NOUN bracis-33577 44 21 to to ADP bracis-33577 44 22 riemannian riemannian ADJ bracis-33577 44 23 space space NOUN bracis-33577 44 24 . . PUNCT bracis-33577 45 1 therefore therefore ADV bracis-33577 45 2 , , PUNCT bracis-33577 45 3 it it PRON bracis-33577 45 4 is be AUX bracis-33577 45 5 possible possible ADJ bracis-33577 45 6 to to PART bracis-33577 45 7 use use VERB bracis-33577 45 8 non non ADJ bracis-33577 45 9 - - ADJ bracis-33577 45 10 riemannian riemannian ADJ bracis-33577 45 11 classifiers classifier NOUN bracis-33577 45 12 , , PUNCT bracis-33577 45 13 such such ADJ bracis-33577 45 14 as as ADP bracis-33577 45 15 linear linear PROPN bracis-33577 45 16 discriminant discriminant ADJ bracis-33577 45 17 analysis analysis NOUN bracis-33577 45 18     SPACE bracis-33577 45 19 ( ( PUNCT bracis-33577 45 20 lda lda PROPN bracis-33577 45 21 ) ) PUNCT bracis-33577 45 22 and and CCONJ bracis-33577 45 23 support support VERB bracis-33577 45 24 vector vector NOUN bracis-33577 45 25 machine machine NOUN bracis-33577 45 26     SPACE bracis-33577 45 27 ( ( PUNCT bracis-33577 45 28 svm svm PROPN bracis-33577 45 29 ) ) PUNCT bracis-33577 45 30     SPACE bracis-33577 46 1 [ [ X bracis-33577 46 2 14 14 NUM bracis-33577 46 3 , , PUNCT bracis-33577 46 4 15 15 NUM bracis-33577 46 5 ] ] PUNCT bracis-33577 46 6 . . PUNCT bracis-33577 47 1 moreover moreover ADV bracis-33577 47 2 , , PUNCT bracis-33577 47 3 the the DET bracis-33577 47 4 computational computational ADJ bracis-33577 47 5 cost cost NOUN bracis-33577 47 6 is be AUX bracis-33577 47 7 reduced reduce VERB bracis-33577 47 8 by by ADP bracis-33577 47 9 operating operate VERB bracis-33577 47 10 ea ea PROPN bracis-33577 47 11 instead instead ADV bracis-33577 47 12 of of ADP bracis-33577 47 13 ra ra PROPN bracis-33577 47 14 . . PUNCT bracis-33577 48 1 when when SCONJ bracis-33577 48 2 comparing compare VERB bracis-33577 48 3 models model NOUN bracis-33577 48 4 , , PUNCT bracis-33577 48 5 ea ea PRON bracis-33577 48 6 points point VERB bracis-33577 48 7 out out ADP bracis-33577 48 8 better well ADJ bracis-33577 48 9 results result NOUN bracis-33577 48 10 than than ADP bracis-33577 48 11 ra ra PROPN bracis-33577 48 12 when when SCONJ bracis-33577 48 13 transfer transfer NOUN bracis-33577 48 14 learning learning NOUN bracis-33577 48 15 is be AUX bracis-33577 48 16 used use VERB bracis-33577 48 17 for for ADP bracis-33577 48 18 bci bci PROPN bracis-33577 48 19 applications application NOUN bracis-33577 48 20     SPACE bracis-33577 49 1 [ [ X bracis-33577 49 2 7 7 NUM bracis-33577 49 3 ] ] PUNCT bracis-33577 49 4 . . PUNCT bracis-33577 50 1 after after ADP bracis-33577 50 2 its its PRON bracis-33577 50 3 release release NOUN bracis-33577 50 4 , , PUNCT bracis-33577 50 5 different different ADJ bracis-33577 50 6 approaches approach NOUN bracis-33577 50 7 were be AUX bracis-33577 50 8 proposed propose VERB bracis-33577 50 9 to to PART bracis-33577 50 10 improve improve VERB bracis-33577 50 11 ea ea PRON bracis-33577 50 12 . . PUNCT bracis-33577 51 1 for for ADP bracis-33577 51 2 instance instance NOUN bracis-33577 51 3 , , PUNCT bracis-33577 51 4 the the DET bracis-33577 51 5 unification unification NOUN bracis-33577 51 6 of of ADP bracis-33577 51 7 ea ea NOUN bracis-33577 51 8 and and CCONJ bracis-33577 51 9 ra ra PROPN bracis-33577 51 10 alignment alignment NOUN bracis-33577 51 11 methods method NOUN bracis-33577 51 12 using use VERB bracis-33577 51 13 a a DET bracis-33577 51 14 hybrid hybrid NOUN bracis-33577 51 15 ( ( PUNCT bracis-33577 51 16 euclidean euclidean ADJ bracis-33577 51 17 and and CCONJ bracis-33577 51 18 riemannian riemannian ADJ bracis-33577 51 19 ) ) PUNCT bracis-33577 51 20 space space NOUN bracis-33577 51 21     SPACE bracis-33577 52 1 [ [ X bracis-33577 52 2 12 12 NUM bracis-33577 52 3 ] ] PUNCT bracis-33577 52 4 . . PUNCT bracis-33577 53 1 in in ADP bracis-33577 53 2 addition addition NOUN bracis-33577 53 3 , , PUNCT bracis-33577 53 4 a a DET bracis-33577 53 5 selection selection NOUN bracis-33577 53 6 of of ADP bracis-33577 53 7 the the DET bracis-33577 53 8 subjects subject NOUN bracis-33577 53 9 with with ADP bracis-33577 53 10 data datum NOUN bracis-33577 53 11 similar similar ADJ bracis-33577 53 12 to to ADP bracis-33577 53 13 that that PRON bracis-33577 53 14 of of ADP bracis-33577 53 15 the the DET bracis-33577 53 16 target target NOUN bracis-33577 53 17 one one PRON bracis-33577 53 18 can can AUX bracis-33577 53 19 be be AUX bracis-33577 53 20 considered consider VERB bracis-33577 53 21 . . PUNCT bracis-33577 53 22     SPACE bracis-33577 54 1 [ [ X bracis-33577 54 2 12 12 NUM bracis-33577 54 3 ] ] PUNCT bracis-33577 54 4 . . PUNCT bracis-33577 55 1 another another DET bracis-33577 55 2 approach approach NOUN bracis-33577 55 3 to to PART bracis-33577 55 4 improve improve VERB bracis-33577 55 5 ea ea PROPN bracis-33577 55 6 is be AUX bracis-33577 55 7 weighting weight VERB bracis-33577 55 8 the the DET bracis-33577 55 9 subject subject ADJ bracis-33577 55 10 importance importance NOUN bracis-33577 55 11 based base VERB bracis-33577 55 12 on on ADP bracis-33577 55 13 the the DET bracis-33577 55 14 distance distance NOUN bracis-33577 55 15 between between ADP bracis-33577 55 16 the the DET bracis-33577 55 17 source source NOUN bracis-33577 55 18 and and CCONJ bracis-33577 55 19 target target NOUN bracis-33577 55 20 data datum NOUN bracis-33577 55 21     SPACE bracis-33577 56 1 [ [ X bracis-33577 56 2 5 5 NUM bracis-33577 56 3 ] ] PUNCT bracis-33577 56 4 . . PUNCT bracis-33577 57 1 comparisons comparison NOUN bracis-33577 57 2 of of ADP bracis-33577 57 3 transfer transfer NOUN bracis-33577 57 4 learning learning NOUN bracis-33577 57 5 methods method NOUN bracis-33577 57 6 applied apply VERB bracis-33577 57 7 to to ADP bracis-33577 57 8 deep deep ADJ bracis-33577 57 9 learning learning NOUN bracis-33577 57 10 classifiers classifier NOUN bracis-33577 57 11 pointed point VERB bracis-33577 57 12 out out ADP bracis-33577 57 13 that that SCONJ bracis-33577 57 14 ra ra PROPN bracis-33577 57 15 and and CCONJ bracis-33577 57 16 ea ea NOUN bracis-33577 57 17 present present VERB bracis-33577 57 18 better well ADJ bracis-33577 57 19 results result NOUN bracis-33577 57 20 than than ADP bracis-33577 57 21 normalization normalization NOUN bracis-33577 57 22 techniques technique NOUN bracis-33577 57 23     SPACE bracis-33577 58 1 [ [ X bracis-33577 58 2 13 13 NUM bracis-33577 58 3 , , PUNCT bracis-33577 58 4 21 21 NUM bracis-33577 58 5 , , PUNCT bracis-33577 58 6 22 22 NUM bracis-33577 58 7 ] ] PUNCT bracis-33577 58 8 . . PUNCT bracis-33577 59 1 those those DET bracis-33577 59 2 articles article NOUN bracis-33577 59 3 do do AUX bracis-33577 59 4 not not PART bracis-33577 59 5 use use VERB bracis-33577 59 6 ea ea NOUN bracis-33577 59 7 with with ADP bracis-33577 59 8 multi multi ADJ bracis-33577 59 9 - - ADJ bracis-33577 59 10 band band ADJ bracis-33577 59 11 techniques technique NOUN bracis-33577 59 12 . . PUNCT bracis-33577 60 1 in in ADP bracis-33577 60 2 this this DET bracis-33577 60 3 work work NOUN bracis-33577 60 4 , , PUNCT bracis-33577 60 5 we we PRON bracis-33577 60 6 propose propose VERB bracis-33577 60 7 novel novel ADJ bracis-33577 60 8 pipelines pipeline NOUN bracis-33577 60 9 for for ADP bracis-33577 60 10 ea ea NOUN bracis-33577 60 11 using use VERB bracis-33577 60 12 multi multi ADJ bracis-33577 60 13 - - ADJ bracis-33577 60 14 bands band NOUN bracis-33577 60 15 and and CCONJ bracis-33577 60 16 parallel parallel ADJ bracis-33577 60 17 application application NOUN bracis-33577 60 18 of of ADP bracis-33577 60 19 ea ea NOUN bracis-33577 60 20 after after ADP bracis-33577 60 21 signal signal ADJ bracis-33577 60 22 decomposition decomposition NOUN bracis-33577 60 23 . . PUNCT bracis-33577 61 1 3 3 NUM bracis-33577 61 2 brain brain NOUN bracis-33577 61 3 - - PUNCT bracis-33577 61 4 computer computer NOUN bracis-33577 61 5 interfaces interface NOUN bracis-33577 61 6 for for ADP bracis-33577 61 7     SPACE bracis-33577 61 8 post post ADJ bracis-33577 61 9 - - ADJ bracis-33577 61 10 stroke stroke ADJ bracis-33577 61 11 motor motor NOUN bracis-33577 61 12 rehabilitation rehabilitation NOUN bracis-33577 61 13 stroke stroke NOUN bracis-33577 61 14 is be AUX bracis-33577 61 15 a a DET bracis-33577 61 16 medical medical ADJ bracis-33577 61 17 emergency emergency NOUN bracis-33577 61 18 that that PRON bracis-33577 61 19 leaves leave VERB bracis-33577 61 20 sequels sequel NOUN bracis-33577 61 21 , , PUNCT bracis-33577 61 22 including include VERB bracis-33577 61 23 cognitive cognitive ADJ bracis-33577 61 24 and and CCONJ bracis-33577 61 25 motor motor NOUN bracis-33577 61 26 deficits deficit NOUN bracis-33577 61 27 and and CCONJ bracis-33577 61 28 oropharynxes oropharynxe VERB bracis-33577 61 29 dysphagia dysphagia VERB bracis-33577 61 30     SPACE bracis-33577 62 1 [ [ X bracis-33577 62 2 10 10 NUM bracis-33577 62 3 ] ] PUNCT bracis-33577 62 4 . . PUNCT bracis-33577 63 1 the the DET bracis-33577 63 2 rehabilitation rehabilitation NOUN bracis-33577 63 3 of of ADP bracis-33577 63 4 post post ADJ bracis-33577 63 5 - - ADJ bracis-33577 63 6 stroke stroke ADJ bracis-33577 63 7 patients patient NOUN bracis-33577 63 8 has have VERB bracis-33577 63 9 great great ADJ bracis-33577 63 10 importance importance NOUN bracis-33577 63 11 to to ADP bracis-33577 63 12 the the DET bracis-33577 63 13 recovery recovery NOUN bracis-33577 63 14 of of ADP bracis-33577 63 15 their their PRON bracis-33577 63 16 cognitive cognitive ADJ bracis-33577 63 17 and and CCONJ bracis-33577 63 18 motor motor NOUN bracis-33577 63 19 functions function NOUN bracis-33577 63 20 . . PUNCT bracis-33577 64 1 also also ADV bracis-33577 64 2 , , PUNCT bracis-33577 64 3 bci bci PROPN bracis-33577 64 4 for for ADP bracis-33577 64 5 post post ADJ bracis-33577 64 6 - - ADJ bracis-33577 64 7 stroke stroke ADJ bracis-33577 64 8 rehabilitation rehabilitation NOUN bracis-33577 64 9 is be AUX bracis-33577 64 10 an an DET bracis-33577 64 11 alternative alternative NOUN bracis-33577 64 12 to to PART bracis-33577 64 13 induce induce VERB bracis-33577 64 14 neural neural ADJ bracis-33577 64 15 plasticity plasticity NOUN bracis-33577 64 16 . . PUNCT bracis-33577 65 1 bcis bcis PROPN bracis-33577 65 2 support support VERB bracis-33577 65 3 this this DET bracis-33577 65 4 process process NOUN bracis-33577 65 5 by by ADP bracis-33577 65 6 delivering deliver VERB bracis-33577 65 7 targeted target VERB bracis-33577 65 8 stimuli stimulus NOUN bracis-33577 65 9 that that PRON bracis-33577 65 10 create create VERB bracis-33577 65 11 a a DET bracis-33577 65 12 closed closed ADJ bracis-33577 65 13 loop loop NOUN bracis-33577 65 14 for for ADP bracis-33577 65 15 neural neural ADJ bracis-33577 65 16 reorganization reorganization NOUN bracis-33577 65 17 . . PUNCT bracis-33577 66 1 engaging engage VERB bracis-33577 66 2 directly directly ADV bracis-33577 66 3 with with ADP bracis-33577 66 4 external external ADJ bracis-33577 66 5 devices device NOUN bracis-33577 66 6 activates activate VERB bracis-33577 66 7 brain brain NOUN bracis-33577 66 8 regions region NOUN bracis-33577 66 9 linked link VERB bracis-33577 66 10 to to ADP bracis-33577 66 11 movement movement NOUN bracis-33577 66 12 , , PUNCT bracis-33577 66 13 strengthening strengthen VERB bracis-33577 66 14 pertinent pertinent ADJ bracis-33577 66 15 neural neural ADJ bracis-33577 66 16 pathways pathway NOUN bracis-33577 66 17 and and CCONJ bracis-33577 66 18 fostering foster VERB bracis-33577 66 19 positive positive ADJ bracis-33577 66 20 plasticity plasticity NOUN bracis-33577 66 21 . . PUNCT bracis-33577 67 1 reinforcement reinforcement NOUN bracis-33577 67 2 learning learning NOUN bracis-33577 67 3 promotes promote VERB bracis-33577 67 4 bci bci NOUN bracis-33577 67 5 for for ADP bracis-33577 67 6 post post ADJ bracis-33577 67 7 - - ADJ bracis-33577 67 8 stroke stroke ADJ bracis-33577 67 9 motor motor NOUN bracis-33577 67 10 rehabilitation rehabilitation NOUN bracis-33577 67 11 , , PUNCT bracis-33577 67 12 since since SCONJ bracis-33577 67 13 it it PRON bracis-33577 67 14 involves involve VERB bracis-33577 67 15 adapting adapt VERB bracis-33577 67 16 behavior behavior NOUN bracis-33577 67 17 based base VERB bracis-33577 67 18 on on ADP bracis-33577 67 19 the the DET bracis-33577 67 20 consequences consequence NOUN bracis-33577 67 21 of of ADP bracis-33577 67 22 actions action NOUN bracis-33577 67 23 . . PUNCT bracis-33577 68 1 within within ADP bracis-33577 68 2 bcis bcis NOUN bracis-33577 68 3 , , PUNCT bracis-33577 68 4 individuals individual NOUN bracis-33577 68 5 can can AUX bracis-33577 68 6 receive receive VERB bracis-33577 68 7 instant instant NOUN bracis-33577 68 8 and and CCONJ bracis-33577 68 9 personalized personalized ADJ bracis-33577 68 10 feedback feedback NOUN bracis-33577 68 11 corresponding correspond VERB bracis-33577 68 12 to to ADP bracis-33577 68 13 their their PRON bracis-33577 68 14 rehabilitation rehabilitation NOUN bracis-33577 68 15 endeavors endeavor NOUN bracis-33577 68 16 . . PUNCT bracis-33577 69 1 this this DET bracis-33577 69 2 feedback feedback NOUN bracis-33577 69 3 creates create VERB bracis-33577 69 4 a a DET bracis-33577 69 5 positive positive ADJ bracis-33577 69 6 reinforcement reinforcement NOUN bracis-33577 69 7 , , PUNCT bracis-33577 69 8 fortifying fortify VERB bracis-33577 69 9 the the DET bracis-33577 69 10 neural neural ADJ bracis-33577 69 11 connections connection NOUN bracis-33577 69 12 linked link VERB bracis-33577 69 13 to to ADP bracis-33577 69 14 targeted target VERB bracis-33577 69 15 movement movement NOUN bracis-33577 69 16 patterns pattern NOUN bracis-33577 69 17 . . PUNCT bracis-33577 70 1 furthermore furthermore ADV bracis-33577 70 2 , , PUNCT bracis-33577 70 3 bcis bcis NOUN bracis-33577 70 4 aim aim VERB bracis-33577 70 5 to to PART bracis-33577 70 6 close close VERB bracis-33577 70 7 the the DET bracis-33577 70 8 motor motor NOUN bracis-33577 70 9 planning planning NOUN bracis-33577 70 10 loop loop NOUN bracis-33577 70 11 , , PUNCT bracis-33577 70 12 aiding aid VERB bracis-33577 70 13 in in ADP bracis-33577 70 14 the the DET bracis-33577 70 15 reconnection reconnection NOUN bracis-33577 70 16 of of ADP bracis-33577 70 17 brain brain NOUN bracis-33577 70 18 circuits circuit NOUN bracis-33577 70 19 responsible responsible ADJ bracis-33577 70 20 for for ADP bracis-33577 70 21 motor motor NOUN bracis-33577 70 22 control control NOUN bracis-33577 70 23 . . PUNCT bracis-33577 71 1 by by ADP bracis-33577 71 2 converting convert VERB bracis-33577 71 3 brain brain NOUN bracis-33577 71 4 signals signal NOUN bracis-33577 71 5 into into ADP bracis-33577 71 6 actionable actionable ADJ bracis-33577 71 7 commands command NOUN bracis-33577 71 8 for for ADP bracis-33577 71 9 external external ADJ bracis-33577 71 10 devices device NOUN bracis-33577 71 11 , , PUNCT bracis-33577 71 12 bcis bcis NOUN bracis-33577 71 13 support support VERB bracis-33577 71 14 the the DET bracis-33577 71 15 rehabilitation rehabilitation NOUN bracis-33577 71 16 of of ADP bracis-33577 71 17 motor motor NOUN bracis-33577 71 18 planning planning NOUN bracis-33577 71 19 , , PUNCT bracis-33577 71 20 promoting promote VERB bracis-33577 71 21 iterative iterative NOUN bracis-33577 71 22 practice practice NOUN bracis-33577 71 23 and and CCONJ bracis-33577 71 24 the the DET bracis-33577 71 25 gradual gradual ADJ bracis-33577 71 26 enhancement enhancement NOUN bracis-33577 71 27 of of ADP bracis-33577 71 28 motor motor NOUN bracis-33577 71 29 skills skill NOUN bracis-33577 71 30 . . PUNCT bracis-33577 72 1 furthermore furthermore ADV bracis-33577 72 2 , , PUNCT bracis-33577 72 3 studies study NOUN bracis-33577 72 4 on on ADP bracis-33577 72 5 upper upper ADJ bracis-33577 72 6 - - PUNCT bracis-33577 72 7 limb limb NOUN bracis-33577 72 8 rehabilitation rehabilitation NOUN bracis-33577 72 9 using use VERB bracis-33577 72 10 bci bci PROPN bracis-33577 72 11 indicate indicate VERB bracis-33577 72 12 that that SCONJ bracis-33577 72 13 the the DET bracis-33577 72 14 accuracy accuracy NOUN bracis-33577 72 15 of of ADP bracis-33577 72 16 the the DET bracis-33577 72 17 bci bci NOUN bracis-33577 72 18 system system NOUN bracis-33577 72 19 can can AUX bracis-33577 72 20 improve improve VERB bracis-33577 72 21 motor motor NOUN bracis-33577 72 22 function function NOUN bracis-33577 72 23 . . PUNCT bracis-33577 73 1 other other ADJ bracis-33577 73 2 studies study NOUN bracis-33577 73 3 also also ADV bracis-33577 73 4 showed show VERB bracis-33577 73 5 a a DET bracis-33577 73 6 relationship relationship NOUN bracis-33577 73 7 between between ADP bracis-33577 73 8 the the DET bracis-33577 73 9 bci bci ADJ bracis-33577 73 10 accuracy accuracy NOUN bracis-33577 73 11 and and CCONJ bracis-33577 73 12 clinical clinical ADJ bracis-33577 73 13 gains gain NOUN bracis-33577 73 14     SPACE bracis-33577 74 1 [ [ X bracis-33577 74 2 2 2 NUM bracis-33577 74 3 , , PUNCT bracis-33577 74 4 4 4 NUM bracis-33577 74 5 , , PUNCT bracis-33577 74 6 16 16 NUM bracis-33577 74 7 ] ] PUNCT bracis-33577 74 8 . . PUNCT bracis-33577 75 1 this this DET bracis-33577 75 2 relationship relationship NOUN bracis-33577 75 3 is be AUX bracis-33577 75 4 based base VERB bracis-33577 75 5 on on ADP bracis-33577 75 6 the the DET bracis-33577 75 7 hypothesis hypothesis NOUN bracis-33577 75 8 that that PRON bracis-33577 75 9 higher high ADJ bracis-33577 75 10 bci bci PROPN bracis-33577 75 11 accuracy accuracy NOUN bracis-33577 75 12 may may AUX bracis-33577 75 13 improve improve VERB bracis-33577 75 14 confidence confidence NOUN bracis-33577 75 15 and and CCONJ bracis-33577 75 16 motivation motivation NOUN bracis-33577 75 17 in in ADP bracis-33577 75 18 patients patient NOUN bracis-33577 75 19 , , PUNCT bracis-33577 75 20 which which PRON bracis-33577 75 21 may may AUX bracis-33577 75 22 better well ADV bracis-33577 75 23 promote promote VERB bracis-33577 75 24 plasticity plasticity NOUN bracis-33577 75 25     SPACE bracis-33577 76 1 [ [ X bracis-33577 76 2 16 16 NUM bracis-33577 76 3 ] ] PUNCT bracis-33577 76 4 . . PUNCT bracis-33577 77 1 moreover moreover ADV bracis-33577 77 2 , , PUNCT bracis-33577 77 3 another another DET bracis-33577 77 4 reason reason NOUN bracis-33577 77 5 for for ADP bracis-33577 77 6 the the DET bracis-33577 77 7 success success NOUN bracis-33577 77 8 of of ADP bracis-33577 77 9 bci bci PROPN bracis-33577 77 10 rehabilitation rehabilitation NOUN bracis-33577 77 11 can can AUX bracis-33577 77 12 be be AUX bracis-33577 77 13 the the DET bracis-33577 77 14 correlation correlation NOUN bracis-33577 77 15 between between ADP bracis-33577 77 16 engagement engagement NOUN bracis-33577 77 17 and and CCONJ bracis-33577 77 18 higher high ADJ bracis-33577 77 19 levels level NOUN bracis-33577 77 20 of of ADP bracis-33577 77 21 patient patient ADJ bracis-33577 77 22 attention attention NOUN bracis-33577 77 23 . . PUNCT bracis-33577 78 1 figure figure NOUN bracis-33577 78 2     SPACE bracis-33577 78 3 1 1 NUM bracis-33577 78 4 represents represent VERB bracis-33577 78 5 the the DET bracis-33577 78 6 bci bci ADJ bracis-33577 78 7 cycle cycle NOUN bracis-33577 78 8 for for ADP bracis-33577 78 9 post post ADJ bracis-33577 78 10 - - ADJ bracis-33577 78 11 stroke stroke ADJ bracis-33577 78 12 motor motor NOUN bracis-33577 78 13 rehabilitation rehabilitation NOUN bracis-33577 78 14 . . PUNCT bracis-33577 79 1 first first ADV bracis-33577 79 2 , , PUNCT bracis-33577 79 3 brain brain NOUN bracis-33577 79 4 signals signal NOUN bracis-33577 79 5 are be AUX bracis-33577 79 6 collected collect VERB bracis-33577 79 7 through through ADP bracis-33577 79 8 sensors sensor NOUN bracis-33577 79 9 , , PUNCT bracis-33577 79 10 such such ADJ bracis-33577 79 11 as as ADP bracis-33577 79 12 electroencephalogram electroencephalogram NOUN bracis-33577 79 13     SPACE bracis-33577 79 14 ( ( PUNCT bracis-33577 79 15 eeg eeg PROPN bracis-33577 79 16 ) ) PUNCT bracis-33577 79 17 . . PUNCT bracis-33577 80 1 the the DET bracis-33577 80 2 collected collect VERB bracis-33577 80 3 signals signal NOUN bracis-33577 80 4 are be AUX bracis-33577 80 5 filtered filter VERB bracis-33577 80 6 to to PART bracis-33577 80 7 remove remove VERB bracis-33577 80 8 interference interference NOUN bracis-33577 80 9 and and CCONJ bracis-33577 80 10 increase increase VERB bracis-33577 80 11 the the DET bracis-33577 80 12 signal signal NOUN bracis-33577 80 13 - - PUNCT bracis-33577 80 14 to to ADP bracis-33577 80 15 - - PUNCT bracis-33577 80 16 noise noise NOUN bracis-33577 80 17 ratio ratio NOUN bracis-33577 80 18 . . PUNCT bracis-33577 81 1 techniques technique NOUN bracis-33577 81 2 such such ADJ bracis-33577 81 3 as as ADP bracis-33577 81 4 temporal temporal ADJ bracis-33577 81 5 and and CCONJ bracis-33577 81 6 spatial spatial ADJ bracis-33577 81 7 filtering filtering NOUN bracis-33577 81 8 can can AUX bracis-33577 81 9 be be AUX bracis-33577 81 10 applied apply VERB bracis-33577 81 11 to to PART bracis-33577 81 12 extract extract VERB bracis-33577 81 13 relevant relevant ADJ bracis-33577 81 14 information information NOUN bracis-33577 81 15 . . PUNCT bracis-33577 82 1 then then ADV bracis-33577 82 2 , , PUNCT bracis-33577 82 3 feature feature NOUN bracis-33577 82 4 extraction extraction NOUN bracis-33577 82 5 and and CCONJ bracis-33577 82 6 selection selection NOUN bracis-33577 82 7 steps step NOUN bracis-33577 82 8 are be AUX bracis-33577 82 9 performed perform VERB bracis-33577 82 10 , , PUNCT bracis-33577 82 11 and and CCONJ bracis-33577 82 12 the the DET bracis-33577 82 13 chosen choose VERB bracis-33577 82 14 features feature NOUN bracis-33577 82 15 are be AUX bracis-33577 82 16 used use VERB bracis-33577 82 17 to to PART bracis-33577 82 18 classify classify VERB bracis-33577 82 19 the the DET bracis-33577 82 20 signal signal NOUN bracis-33577 82 21 . . PUNCT bracis-33577 83 1 with with SCONJ bracis-33577 83 2 the the DET bracis-33577 83 3 signals signal NOUN bracis-33577 83 4 already already ADV bracis-33577 83 5 classified classify VERB bracis-33577 83 6 , , PUNCT bracis-33577 83 7 the the DET bracis-33577 83 8 system system NOUN bracis-33577 83 9 executes execute VERB bracis-33577 83 10 commands command NOUN bracis-33577 83 11 based base VERB bracis-33577 83 12 on on ADP bracis-33577 83 13 the the DET bracis-33577 83 14 label label NOUN bracis-33577 83 15 . . PUNCT bracis-33577 84 1 for for ADP bracis-33577 84 2 post post ADJ bracis-33577 84 3 - - ADJ bracis-33577 84 4 stroke stroke ADJ bracis-33577 84 5 motor motor NOUN bracis-33577 84 6 rehabilitation rehabilitation NOUN bracis-33577 84 7 , , PUNCT bracis-33577 84 8 the the DET bracis-33577 84 9 feedback feedback NOUN bracis-33577 84 10 is be AUX bracis-33577 84 11 usually usually ADV bracis-33577 84 12 presented present VERB bracis-33577 84 13 as as ADP bracis-33577 84 14 an an DET bracis-33577 84 15 image image NOUN bracis-33577 84 16 on on ADP bracis-33577 84 17 a a DET bracis-33577 84 18 screen screen NOUN bracis-33577 84 19 and and CCONJ bracis-33577 84 20 an an DET bracis-33577 84 21 electrical electrical ADJ bracis-33577 84 22 stimulus stimulus NOUN bracis-33577 84 23 in in ADP bracis-33577 84 24 the the DET bracis-33577 84 25 muscle muscle NOUN bracis-33577 84 26 . . PUNCT bracis-33577 85 1 in in ADP bracis-33577 85 2 the the DET bracis-33577 85 3 context context NOUN bracis-33577 85 4 of of ADP bracis-33577 85 5 bci bci PROPN bracis-33577 85 6 systems system NOUN bracis-33577 85 7 for for ADP bracis-33577 85 8 patient patient ADJ bracis-33577 85 9 rehabilitation rehabilitation NOUN bracis-33577 85 10 , , PUNCT bracis-33577 85 11 it it PRON bracis-33577 85 12 is be AUX bracis-33577 85 13 relevant relevant ADJ bracis-33577 85 14 to to PART bracis-33577 85 15 mention mention VERB bracis-33577 85 16 that that SCONJ bracis-33577 85 17 a a DET bracis-33577 85 18 smaller small ADJ bracis-33577 85 19 number number NOUN bracis-33577 85 20 of of ADP bracis-33577 85 21 electrodes electrode NOUN bracis-33577 85 22 brings bring VERB bracis-33577 85 23 benefits benefit NOUN bracis-33577 85 24 in in ADP bracis-33577 85 25 terms term NOUN bracis-33577 85 26 of of ADP bracis-33577 85 27 ease ease NOUN bracis-33577 85 28 of of ADP bracis-33577 85 29 treatment treatment NOUN bracis-33577 85 30 and and CCONJ bracis-33577 85 31 patient patient NOUN bracis-33577 85 32 comfort comfort NOUN bracis-33577 85 33     SPACE bracis-33577 86 1 [ [ X bracis-33577 86 2 20 20 NUM bracis-33577 86 3 ] ] PUNCT bracis-33577 86 4 . . PUNCT bracis-33577 87 1 furthermore furthermore ADV bracis-33577 87 2 , , PUNCT bracis-33577 87 3 data datum NOUN bracis-33577 87 4 alignment alignment NOUN bracis-33577 87 5 is be AUX bracis-33577 87 6 emphasized emphasize VERB bracis-33577 87 7 for for ADP bracis-33577 87 8 synchronizing synchronize VERB bracis-33577 87 9 stimuli stimulus NOUN bracis-33577 87 10 and and CCONJ bracis-33577 87 11 their their PRON bracis-33577 87 12 responses response NOUN bracis-33577 87 13 and and CCONJ bracis-33577 87 14 ensuring ensure VERB bracis-33577 87 15 more more ADV bracis-33577 87 16 accurate accurate ADJ bracis-33577 87 17 temporal temporal ADJ bracis-33577 87 18 analysis analysis NOUN bracis-33577 87 19 . . PUNCT bracis-33577 88 1 data datum NOUN bracis-33577 88 2 alignment alignment NOUN bracis-33577 88 3 also also ADV bracis-33577 88 4 proves prove VERB bracis-33577 88 5 to to PART bracis-33577 88 6 be be AUX bracis-33577 88 7 effective effective ADJ bracis-33577 88 8 in in ADP bracis-33577 88 9 enhancing enhance VERB bracis-33577 88 10 system system NOUN bracis-33577 88 11 efficiency efficiency NOUN bracis-33577 88 12 and and CCONJ bracis-33577 88 13 reducing reduce VERB bracis-33577 88 14 interference interference NOUN bracis-33577 88 15 and and CCONJ bracis-33577 88 16 signal signal NOUN bracis-33577 88 17 noise noise NOUN bracis-33577 88 18 . . PUNCT bracis-33577 89 1 by by ADP bracis-33577 89 2 utilizing utilize VERB bracis-33577 89 3 data datum NOUN bracis-33577 89 4 alignment alignment NOUN bracis-33577 89 5 , , PUNCT bracis-33577 89 6 we we PRON bracis-33577 89 7 can can AUX bracis-33577 89 8 reduce reduce VERB bracis-33577 89 9 the the DET bracis-33577 89 10 number number NOUN bracis-33577 89 11 of of ADP bracis-33577 89 12 trials trial NOUN bracis-33577 89 13 needed need VERB bracis-33577 89 14 to to PART bracis-33577 89 15 train train VERB bracis-33577 89 16 the the DET bracis-33577 89 17 model model NOUN bracis-33577 89 18 , , PUNCT bracis-33577 89 19 resulting result VERB bracis-33577 89 20 in in ADP bracis-33577 89 21 faster fast ADV bracis-33577 89 22 and and CCONJ bracis-33577 89 23 less less ADV bracis-33577 89 24 exhausting exhausting ADJ bracis-33577 89 25 treatment treatment NOUN bracis-33577 89 26 . . PUNCT bracis-33577 90 1 fig fig NOUN bracis-33577 90 2 . . PUNCT bracis-33577 91 1 1 1 X bracis-33577 91 2 . . X bracis-33577 91 3 bci bci PROPN bracis-33577 91 4 cycle cycle NOUN bracis-33577 91 5 for for ADP bracis-33577 91 6 post post ADJ bracis-33577 91 7 - - ADJ bracis-33577 91 8 stroke stroke ADJ bracis-33577 91 9 motor motor NOUN bracis-33577 91 10 rehabilitation rehabilitation NOUN bracis-33577 91 11 . . PUNCT bracis-33577 92 1 full full ADJ bracis-33577 92 2 size size NOUN bracis-33577 92 3 image image NOUN bracis-33577 92 4 4 4 NUM bracis-33577 92 5 methods method NOUN bracis-33577 92 6 this this DET bracis-33577 92 7 section section NOUN bracis-33577 92 8 presents present VERB bracis-33577 92 9 the the DET bracis-33577 92 10 methods method NOUN bracis-33577 92 11 from from ADP bracis-33577 92 12 the the DET bracis-33577 92 13 literature literature NOUN bracis-33577 92 14 used use VERB bracis-33577 92 15 as as ADP bracis-33577 92 16 a a DET bracis-33577 92 17 baseline baseline NOUN bracis-33577 92 18 to to PART bracis-33577 92 19 develop develop VERB bracis-33577 92 20 the the DET bracis-33577 92 21 proposed propose VERB bracis-33577 92 22 bci bci NOUN bracis-33577 92 23 pipelines pipeline NOUN bracis-33577 92 24 . . PUNCT bracis-33577 93 1 we we PRON bracis-33577 93 2 describe describe VERB bracis-33577 93 3 ea ea ADP bracis-33577 93 4 , , PUNCT bracis-33577 93 5 the the DET bracis-33577 93 6 temporal temporal ADJ bracis-33577 93 7 filter filter NOUN bracis-33577 93 8 methods method NOUN bracis-33577 93 9 used use VERB bracis-33577 93 10 in in ADP bracis-33577 93 11 the the DET bracis-33577 93 12 experiments experiment NOUN bracis-33577 93 13 , , PUNCT bracis-33577 93 14 and and CCONJ bracis-33577 93 15 the the DET bracis-33577 93 16 common common ADJ bracis-33577 93 17 spatial spatial ADJ bracis-33577 93 18 pattern pattern NOUN bracis-33577 93 19 . . PUNCT bracis-33577 94 1 4.1 4.1 NUM bracis-33577 94 2 euclidean euclidean ADJ bracis-33577 94 3 alignment alignment NOUN bracis-33577 94 4 euclidean euclidean ADJ bracis-33577 94 5 alignment alignment NOUN bracis-33577 94 6     SPACE bracis-33577 94 7 ( ( PUNCT bracis-33577 94 8 ea ea NOUN bracis-33577 94 9 ) ) PUNCT bracis-33577 94 10 was be AUX bracis-33577 94 11 proposed propose VERB bracis-33577 94 12 as as ADP bracis-33577 94 13 an an DET bracis-33577 94 14 alternative alternative NOUN bracis-33577 94 15 to to ADP bracis-33577 94 16 riemannian riemannian ADJ bracis-33577 94 17 alignment alignment NOUN bracis-33577 94 18     SPACE bracis-33577 94 19 ( ( PUNCT bracis-33577 94 20 ra ra NOUN bracis-33577 94 21 ) ) PUNCT bracis-33577 94 22     SPACE bracis-33577 95 1 [ [ X bracis-33577 95 2 7 7 NUM bracis-33577 95 3 ] ] PUNCT bracis-33577 95 4 . . PUNCT bracis-33577 96 1 the the DET bracis-33577 96 2 advantages advantage NOUN bracis-33577 96 3 of of ADP bracis-33577 96 4 ea ea NUM bracis-33577 96 5 are be AUX bracis-33577 96 6 the the DET bracis-33577 96 7 reduction reduction NOUN bracis-33577 96 8 of of ADP bracis-33577 96 9 the the DET bracis-33577 96 10 alignment alignment ADJ bracis-33577 96 11 time time NOUN bracis-33577 96 12 when when SCONJ bracis-33577 96 13 compared compare VERB bracis-33577 96 14 to to ADP bracis-33577 96 15 ra ra PROPN bracis-33577 96 16 , , PUNCT bracis-33577 96 17 and and CCONJ bracis-33577 96 18 the the DET bracis-33577 96 19 maintenance maintenance NOUN bracis-33577 96 20 of of ADP bracis-33577 96 21 the the DET bracis-33577 96 22 data datum NOUN bracis-33577 96 23 in in ADP bracis-33577 96 24 the the DET bracis-33577 96 25 euclidean euclidean ADJ bracis-33577 96 26 space space NOUN bracis-33577 96 27 . . PUNCT bracis-33577 97 1 ea ea X bracis-33577 97 2 uses use VERB bracis-33577 97 3 a a DET bracis-33577 97 4 reference reference NOUN bracis-33577 97 5 matrix matrix NOUN bracis-33577 97 6 , , PUNCT bracis-33577 97 7 calculated calculate VERB bracis-33577 97 8 through through ADP bracis-33577 97 9 the the DET bracis-33577 97 10 eeg eeg NOUN bracis-33577 97 11 trials trial NOUN bracis-33577 97 12 , , PUNCT bracis-33577 97 13 to to PART bracis-33577 97 14 align align VERB bracis-33577 97 15 the the DET bracis-33577 97 16 data datum NOUN bracis-33577 97 17 from from ADP bracis-33577 97 18 different different ADJ bracis-33577 97 19 subjects subject NOUN bracis-33577 97 20 . . PUNCT bracis-33577 98 1 a a DET bracis-33577 98 2 reference reference NOUN bracis-33577 98 3 matrix matrix NOUN bracis-33577 98 4 \(\bar{r}_s\ \(\bar{r}_s\ NOUN bracis-33577 98 5 ) ) PUNCT bracis-33577 98 6 is be AUX bracis-33577 98 7 the the DET bracis-33577 98 8 mean mean NOUN bracis-33577 98 9 of of ADP bracis-33577 98 10 the the DET bracis-33577 98 11 trial trial NOUN bracis-33577 98 12 ’s ’s PART bracis-33577 98 13 covariance covariance NOUN bracis-33577 98 14 for for ADP bracis-33577 98 15 the the DET bracis-33577 98 16 s s NOUN bracis-33577 98 17 - - PUNCT bracis-33577 98 18 th th X bracis-33577 98 19 subject subject NOUN bracis-33577 98 20 , , PUNCT bracis-33577 98 21 which which PRON bracis-33577 98 22 is be AUX bracis-33577 98 23 defined define VERB bracis-33577 98 24     SPACE bracis-33577 98 25 by by ADP bracis-33577 98 26 $ $ SYM bracis-33577 98 27 $ $ SYM bracis-33577 98 28 \begin{aligned \begin{aligne VERB bracis-33577 98 29 } } PUNCT bracis-33577 98 30 \bar{r}_{s \bar{r}_{s NOUN bracis-33577 98 31 } } PUNCT bracis-33577 98 32 = = SYM bracis-33577 98 33 \frac{1}{n_s}\sum \frac{1}{n_s}\sum NOUN bracis-33577 98 34 ^{n_s}_{n=1}x^{n}_{s}(x^{n}_{s})^{\text ^{n_s}_{n=1}x^{n}_{s}(x^{n}_{s})^{\text NOUN bracis-33577 98 35 { { PUNCT bracis-33577 98 36 t t NOUN bracis-33577 98 37 } } PUNCT bracis-33577 98 38 } } PUNCT bracis-33577 98 39 \end{aligned}$$ \end{aligned}$$ X bracis-33577 98 40 ( ( PUNCT bracis-33577 98 41 1 1 NUM bracis-33577 98 42 ) ) PUNCT bracis-33577 98 43 where where SCONJ bracis-33577 98 44 \(n_s\ \(n_s\ NOUN bracis-33577 98 45 ) ) PUNCT bracis-33577 98 46 is be AUX bracis-33577 98 47 the the DET bracis-33577 98 48 number number NOUN bracis-33577 98 49 of of ADP bracis-33577 98 50 trials trial NOUN bracis-33577 98 51 of of ADP bracis-33577 98 52 subject subject ADJ bracis-33577 98 53 s s PROPN bracis-33577 98 54 , , PUNCT bracis-33577 98 55 \(x_s^n\ \(x_s^n\ PROPN bracis-33577 98 56 ) ) PUNCT bracis-33577 98 57 is be AUX bracis-33577 98 58 the the DET bracis-33577 98 59 n n CCONJ bracis-33577 98 60 - - PUNCT bracis-33577 98 61 th th VERB bracis-33577 98 62 trial trial NOUN bracis-33577 98 63 of of ADP bracis-33577 98 64 subject subject NOUN bracis-33577 98 65 s. s. PROPN bracis-33577 98 66 the the DET bracis-33577 98 67 matrix matrix NOUN bracis-33577 98 68 \(\bar{r}_{s}\ \(\bar{r}_{s}\ X bracis-33577 98 69 ) ) PUNCT bracis-33577 98 70 reduces reduce VERB bracis-33577 98 71 the the DET bracis-33577 98 72 difference difference NOUN bracis-33577 98 73 between between ADP bracis-33577 98 74 the the DET bracis-33577 98 75 subjects subject NOUN bracis-33577 98 76     SPACE bracis-33577 98 77 as as ADP bracis-33577 98 78 $ $ SYM bracis-33577 98 79 $ $ SYM bracis-33577 98 80 \begin{aligned \begin{aligne VERB bracis-33577 98 81 } } PUNCT bracis-33577 98 82 e^{n}_{s}=\bar{r}^{-\frac{1}{2}}_{s e^{n}_{s}=\bar{r}^{-\frac{1}{2}}_{s NOUN bracis-33577 98 83 } } PUNCT bracis-33577 98 84 \times \times ADP bracis-33577 98 85 x^{n}_{s x^{n}_{s NOUN bracis-33577 98 86 } } PUNCT bracis-33577 98 87 \end{aligned}$$ \end{aligned}$$ X bracis-33577 98 88 ( ( PUNCT bracis-33577 98 89 2 2 NUM bracis-33577 98 90 ) ) PUNCT bracis-33577 98 91 where where SCONJ bracis-33577 98 92 \(e^n_s\ \(e^n_s\ NOUN bracis-33577 98 93 ) ) PUNCT bracis-33577 98 94 is be AUX bracis-33577 98 95 the the DET bracis-33577 98 96 signal signal NOUN bracis-33577 98 97 of of ADP bracis-33577 98 98 subject subject NOUN bracis-33577 98 99 s s NOUN bracis-33577 98 100 after after ADP bracis-33577 98 101 alignment alignment NOUN bracis-33577 98 102 . . PUNCT bracis-33577 99 1 the the DET bracis-33577 99 2 new new ADJ bracis-33577 99 3 reference reference NOUN bracis-33577 99 4 matrix matrix NOUN bracis-33577 99 5 for for ADP bracis-33577 99 6 all all DET bracis-33577 99 7 the the DET bracis-33577 99 8 transformed transform VERB bracis-33577 99 9 subjects subject NOUN bracis-33577 99 10 is be AUX bracis-33577 99 11 equal equal ADJ bracis-33577 99 12 to to ADP bracis-33577 99 13 the the DET bracis-33577 99 14 identity identity NOUN bracis-33577 99 15 matrix matrix NOUN bracis-33577 99 16 . . PUNCT bracis-33577 100 1 therefore therefore ADV bracis-33577 100 2 , , PUNCT bracis-33577 100 3 the the DET bracis-33577 100 4 new new ADJ bracis-33577 100 5 space space NOUN bracis-33577 100 6 is be AUX bracis-33577 100 7 the the DET bracis-33577 100 8 same same ADJ bracis-33577 100 9 for for ADP bracis-33577 100 10 all all DET bracis-33577 100 11 the the DET bracis-33577 100 12 subjects subject NOUN bracis-33577 100 13 . . PUNCT bracis-33577 101 1 4.2 4.2 NUM bracis-33577 101 2 temporal temporal ADJ bracis-33577 101 3 filtering filter VERB bracis-33577 101 4 temporal temporal ADJ bracis-33577 101 5 filtering filtering NOUN bracis-33577 101 6 is be AUX bracis-33577 101 7 a a DET bracis-33577 101 8 technique technique NOUN bracis-33577 101 9 used use VERB bracis-33577 101 10 in in ADP bracis-33577 101 11 data datum NOUN bracis-33577 101 12 processing processing NOUN bracis-33577 101 13 to to PART bracis-33577 101 14 extract extract VERB bracis-33577 101 15 or or CCONJ bracis-33577 101 16 manipulate manipulate VERB bracis-33577 101 17 temporal temporal ADJ bracis-33577 101 18 information information NOUN bracis-33577 101 19 in in ADP bracis-33577 101 20 data datum NOUN bracis-33577 101 21 sets set NOUN bracis-33577 101 22 . . PUNCT bracis-33577 102 1 its its PRON bracis-33577 102 2 purpose purpose NOUN bracis-33577 102 3 is be AUX bracis-33577 102 4 to to PART bracis-33577 102 5 enhance enhance VERB bracis-33577 102 6 signal signal ADJ bracis-33577 102 7 quality quality NOUN bracis-33577 102 8 by by ADP bracis-33577 102 9 improving improve VERB bracis-33577 102 10 the the DET bracis-33577 102 11 signal signal NOUN bracis-33577 102 12 - - PUNCT bracis-33577 102 13 to to ADP bracis-33577 102 14 - - PUNCT bracis-33577 102 15 noise noise NOUN bracis-33577 102 16 ratio ratio NOUN bracis-33577 102 17 . . PUNCT bracis-33577 103 1 temporal temporal ADJ bracis-33577 103 2 filtering filtering NOUN bracis-33577 103 3 removes remove VERB bracis-33577 103 4 or or CCONJ bracis-33577 103 5 attenuates attenuate VERB bracis-33577 103 6 unwanted unwanted ADJ bracis-33577 103 7 temporal temporal ADJ bracis-33577 103 8 components component NOUN bracis-33577 103 9 in in ADP bracis-33577 103 10 the the DET bracis-33577 103 11 data data NOUN bracis-33577 103 12 , , PUNCT bracis-33577 103 13 allowing allow VERB bracis-33577 103 14 the the DET bracis-33577 103 15 identification identification NOUN bracis-33577 103 16 of of ADP bracis-33577 103 17 more more ADV bracis-33577 103 18 significant significant ADJ bracis-33577 103 19 patterns pattern NOUN bracis-33577 103 20 or or CCONJ bracis-33577 103 21 the the DET bracis-33577 103 22 reduction reduction NOUN bracis-33577 103 23 of of ADP bracis-33577 103 24 noise noise NOUN bracis-33577 103 25 . . PUNCT bracis-33577 104 1 the the DET bracis-33577 104 2 choice choice NOUN bracis-33577 104 3 of of ADP bracis-33577 104 4 a a DET bracis-33577 104 5 temporal temporal ADJ bracis-33577 104 6 filtering filtering NOUN bracis-33577 104 7 technique technique NOUN bracis-33577 104 8 relies rely VERB bracis-33577 104 9 on on ADP bracis-33577 104 10 the the DET bracis-33577 104 11 particular particular ADJ bracis-33577 104 12 context context NOUN bracis-33577 104 13 of of ADP bracis-33577 104 14 the the DET bracis-33577 104 15 problem problem NOUN bracis-33577 104 16 and and CCONJ bracis-33577 104 17 the the DET bracis-33577 104 18 goals goal NOUN bracis-33577 104 19 of of ADP bracis-33577 104 20 the the DET bracis-33577 104 21 analysis analysis NOUN bracis-33577 104 22 . . PUNCT bracis-33577 105 1 this this DET bracis-33577 105 2 section section NOUN bracis-33577 105 3 presents present VERB bracis-33577 105 4 four four NUM bracis-33577 105 5 temporal temporal ADJ bracis-33577 105 6 filters filter NOUN bracis-33577 105 7 : : PUNCT bracis-33577 105 8 bandpass bandpass NOUN bracis-33577 105 9 , , PUNCT bracis-33577 105 10 filter filter NOUN bracis-33577 105 11 bank bank NOUN bracis-33577 105 12     SPACE bracis-33577 105 13 ( ( PUNCT bracis-33577 105 14 fb fb INTJ bracis-33577 105 15 ) ) PUNCT bracis-33577 105 16 , , PUNCT bracis-33577 105 17 empirical empirical ADJ bracis-33577 105 18 mode mode NOUN bracis-33577 105 19 decomposition decomposition NOUN bracis-33577 105 20     SPACE bracis-33577 105 21 ( ( PUNCT bracis-33577 105 22 emd emd PROPN bracis-33577 105 23 ) ) PUNCT bracis-33577 105 24 , , PUNCT bracis-33577 105 25 and and CCONJ bracis-33577 105 26 continuous continuous ADJ bracis-33577 105 27 wavelet wavelet NOUN bracis-33577 105 28     SPACE bracis-33577 105 29 ( ( PUNCT bracis-33577 105 30 cwt cwt NOUN bracis-33577 105 31 ) ) PUNCT bracis-33577 105 32 . . PUNCT bracis-33577 106 1 bandpass bandpass NOUN bracis-33577 106 2 and and CCONJ bracis-33577 106 3 filter filter NOUN bracis-33577 106 4 bank bank NOUN bracis-33577 106 5 : : PUNCT bracis-33577 106 6 bandpass bandpass NOUN bracis-33577 106 7 filters filter NOUN bracis-33577 106 8 are be AUX bracis-33577 106 9 widely widely ADV bracis-33577 106 10 employed employ VERB bracis-33577 106 11 in in ADP bracis-33577 106 12 various various ADJ bracis-33577 106 13 signal signal NOUN bracis-33577 106 14 - - PUNCT bracis-33577 106 15 processing processing NOUN bracis-33577 106 16 applications application NOUN bracis-33577 106 17 , , PUNCT bracis-33577 106 18 including include VERB bracis-33577 106 19 wireless wireless ADJ bracis-33577 106 20 communication communication NOUN bracis-33577 106 21 systems system NOUN bracis-33577 106 22 , , PUNCT bracis-33577 106 23 audio audio NOUN bracis-33577 106 24 and and CCONJ bracis-33577 106 25 video video NOUN bracis-33577 106 26 processing processing NOUN bracis-33577 106 27 , , PUNCT bracis-33577 106 28 and and CCONJ bracis-33577 106 29 eeg eeg PROPN bracis-33577 106 30 . . PUNCT bracis-33577 107 1 then then ADV bracis-33577 107 2 , , PUNCT bracis-33577 107 3 they they PRON bracis-33577 107 4 are be AUX bracis-33577 107 5 useful useful ADJ bracis-33577 107 6 for for ADP bracis-33577 107 7 isolating isolate VERB bracis-33577 107 8 signals signal NOUN bracis-33577 107 9 of of ADP bracis-33577 107 10 specific specific ADJ bracis-33577 107 11 frequencies frequency NOUN bracis-33577 107 12 and and CCONJ bracis-33577 107 13 eliminating eliminate VERB bracis-33577 107 14 unwanted unwanted ADJ bracis-33577 107 15 noise noise NOUN bracis-33577 107 16     SPACE bracis-33577 108 1 [ [ X bracis-33577 108 2 1 1 NUM bracis-33577 108 3 ] ] PUNCT bracis-33577 108 4 . . PUNCT bracis-33577 109 1 a a DET bracis-33577 109 2 bandpass bandpass NOUN bracis-33577 109 3 filter filter NOUN bracis-33577 109 4 allows allow VERB bracis-33577 109 5 for for SCONJ bracis-33577 109 6 a a DET bracis-33577 109 7 specific specific ADJ bracis-33577 109 8 range range NOUN bracis-33577 109 9 of of ADP bracis-33577 109 10 frequencies frequency NOUN bracis-33577 109 11 to to PART bracis-33577 109 12 pass pass VERB bracis-33577 109 13 through through ADP bracis-33577 109 14 the the DET bracis-33577 109 15 filter filter NOUN bracis-33577 109 16 while while SCONJ bracis-33577 109 17 attenuating attenuate VERB bracis-33577 109 18 frequencies frequency NOUN bracis-33577 109 19 outside outside ADP bracis-33577 109 20 that that DET bracis-33577 109 21 range range NOUN bracis-33577 109 22 . . PUNCT bracis-33577 110 1 a a DET bracis-33577 110 2 filter filter NOUN bracis-33577 110 3 bank bank NOUN bracis-33577 110 4 is be AUX bracis-33577 110 5 a a DET bracis-33577 110 6 group group NOUN bracis-33577 110 7 of of ADP bracis-33577 110 8 bandpass bandpass NOUN bracis-33577 110 9 filters filter NOUN bracis-33577 110 10 that that PRON bracis-33577 110 11 divide divide VERB bracis-33577 110 12 an an DET bracis-33577 110 13 input input NOUN bracis-33577 110 14 signal signal NOUN bracis-33577 110 15 into into ADP bracis-33577 110 16 sub sub NOUN bracis-33577 110 17 - - NOUN bracis-33577 110 18 bands band NOUN bracis-33577 110 19 . . PUNCT bracis-33577 111 1 figure figure NOUN bracis-33577 111 2     SPACE bracis-33577 111 3 2 2 NUM bracis-33577 111 4 shows show VERB bracis-33577 111 5 a a DET bracis-33577 111 6 diagram diagram NOUN bracis-33577 111 7 of of ADP bracis-33577 111 8 the the DET bracis-33577 111 9 analysis analysis NOUN bracis-33577 111 10 filter filter NOUN bracis-33577 111 11 bank bank NOUN bracis-33577 111 12 . . PUNCT bracis-33577 112 1 fig fig NOUN bracis-33577 112 2 . . PUNCT bracis-33577 113 1 2 2 X bracis-33577 113 2 . . X bracis-33577 113 3 filter filter NOUN bracis-33577 113 4 bank bank PROPN bracis-33577 113 5 . . PUNCT bracis-33577 114 1 full full ADJ bracis-33577 114 2 size size NOUN bracis-33577 114 3 image image NOUN bracis-33577 114 4 empirical empirical ADJ bracis-33577 114 5 mode mode NOUN bracis-33577 114 6 decomposition decomposition NOUN bracis-33577 114 7 : : PUNCT bracis-33577 114 8 empirical empirical ADJ bracis-33577 114 9 mode mode NOUN bracis-33577 114 10 decomposition decomposition NOUN bracis-33577 114 11     SPACE bracis-33577 115 1 [ [ X bracis-33577 115 2 9 9 NUM bracis-33577 115 3 ] ] PUNCT bracis-33577 115 4 is be AUX bracis-33577 115 5 a a DET bracis-33577 115 6 method method NOUN bracis-33577 115 7 that that PRON bracis-33577 115 8 decomposes decompose VERB bracis-33577 115 9 non non ADJ bracis-33577 115 10 - - ADJ bracis-33577 115 11 stationary stationary ADJ bracis-33577 115 12 and and CCONJ bracis-33577 115 13 non non ADJ bracis-33577 115 14 - - ADJ bracis-33577 115 15 linear linear ADJ bracis-33577 115 16 data datum NOUN bracis-33577 115 17 in in ADP bracis-33577 115 18 different different ADJ bracis-33577 115 19 components component NOUN bracis-33577 115 20 to to PART bracis-33577 115 21 extract extract VERB bracis-33577 115 22 information information NOUN bracis-33577 115 23 that that PRON bracis-33577 115 24 is be AUX bracis-33577 115 25 not not PART bracis-33577 115 26 explicit explicit ADJ bracis-33577 115 27 in in ADP bracis-33577 115 28 the the DET bracis-33577 115 29 original original ADJ bracis-33577 115 30 signal signal NOUN bracis-33577 115 31 . . PUNCT bracis-33577 116 1 the the DET bracis-33577 116 2 core core NOUN bracis-33577 116 3 of of ADP bracis-33577 116 4 this this DET bracis-33577 116 5 method method NOUN bracis-33577 116 6 lies lie VERB bracis-33577 116 7 in in ADP bracis-33577 116 8 the the DET bracis-33577 116 9 empirical empirical ADJ bracis-33577 116 10 identification identification NOUN bracis-33577 116 11 of of ADP bracis-33577 116 12 the the DET bracis-33577 116 13 oscillatory oscillatory ADJ bracis-33577 116 14 modes mode NOUN bracis-33577 116 15 inherent inherent ADJ bracis-33577 116 16 in in ADP bracis-33577 116 17 the the DET bracis-33577 116 18 data datum NOUN bracis-33577 116 19 , , PUNCT bracis-33577 116 20 distinguished distinguish VERB bracis-33577 116 21 by by ADP bracis-33577 116 22 their their PRON bracis-33577 116 23 characteristic characteristic ADJ bracis-33577 116 24 time time NOUN bracis-33577 116 25 scales scale NOUN bracis-33577 116 26 . . PUNCT bracis-33577 117 1 after after ADP bracis-33577 117 2 this this DET bracis-33577 117 3 identification identification NOUN bracis-33577 117 4 , , PUNCT bracis-33577 117 5 the the DET bracis-33577 117 6 data data NOUN bracis-33577 117 7 is be AUX bracis-33577 117 8 decomposed decompose VERB bracis-33577 117 9 accordingly accordingly ADV bracis-33577 117 10 . . PUNCT bracis-33577 118 1 the the DET bracis-33577 118 2 method method NOUN bracis-33577 118 3 uses use VERB bracis-33577 118 4 the the DET bracis-33577 118 5 sifting sift VERB bracis-33577 118 6 process process NOUN bracis-33577 118 7     SPACE bracis-33577 119 1 [ [ X bracis-33577 119 2 9 9 NUM bracis-33577 119 3 ] ] PUNCT bracis-33577 119 4 to to PART bracis-33577 119 5 decompose decompose VERB bracis-33577 119 6 the the DET bracis-33577 119 7 data datum NOUN bracis-33577 119 8 into into ADP bracis-33577 119 9 intrinsic intrinsic ADJ bracis-33577 119 10 mode mode NOUN bracis-33577 119 11 functions function NOUN bracis-33577 119 12     SPACE bracis-33577 119 13 ( ( PUNCT bracis-33577 119 14 imfs imfs PROPN bracis-33577 119 15 ) ) PUNCT bracis-33577 119 16 and and CCONJ bracis-33577 119 17 a a DET bracis-33577 119 18 residual residual ADJ bracis-33577 119 19 . . PUNCT bracis-33577 119 20 figure figure NOUN bracis-33577 119 21     SPACE bracis-33577 119 22 3 3 NUM bracis-33577 119 23 presents present VERB bracis-33577 119 24 a a DET bracis-33577 119 25 schematic schematic ADJ bracis-33577 119 26 representation representation NOUN bracis-33577 119 27 of of ADP bracis-33577 119 28 an an DET bracis-33577 119 29 emd emd PROPN bracis-33577 119 30 algorithm algorithm NOUN bracis-33577 119 31 , , PUNCT bracis-33577 119 32 with with ADP bracis-33577 119 33 3 3 NUM bracis-33577 119 34 imfs imfs NOUN bracis-33577 119 35 and and CCONJ bracis-33577 119 36 a a DET bracis-33577 119 37 residual residual ADJ bracis-33577 119 38 as as ADP bracis-33577 119 39 outputs output NOUN bracis-33577 119 40 . . PUNCT bracis-33577 120 1 the the DET bracis-33577 120 2 sifting sift VERB bracis-33577 120 3 process process NOUN bracis-33577 120 4 of of ADP bracis-33577 120 5 an an DET bracis-33577 120 6 x x NOUN bracis-33577 120 7 signal signal NOUN bracis-33577 120 8 consists consist VERB bracis-33577 120 9 of of ADP bracis-33577 120 10 the the DET bracis-33577 120 11 following follow VERB bracis-33577 120 12 steps step NOUN bracis-33577 120 13 : : PUNCT bracis-33577 120 14 the the DET bracis-33577 120 15 local local ADJ bracis-33577 120 16 extrema extrema NOUN bracis-33577 120 17 of of ADP bracis-33577 120 18 the the DET bracis-33577 120 19 signal signal NOUN bracis-33577 120 20 are be AUX bracis-33577 120 21 identified identify VERB bracis-33577 120 22 , , PUNCT bracis-33577 120 23 and and CCONJ bracis-33577 120 24 all all DET bracis-33577 120 25 the the DET bracis-33577 120 26 local local ADJ bracis-33577 120 27 maxima maxima NOUN bracis-33577 120 28 and and CCONJ bracis-33577 120 29 minima minima NOUN bracis-33577 120 30 are be AUX bracis-33577 120 31 connected connect VERB bracis-33577 120 32 by by ADP bracis-33577 120 33 a a DET bracis-33577 120 34 cubic cubic ADJ bracis-33577 120 35 spline spline NOUN bracis-33577 120 36 line line NOUN bracis-33577 120 37 as as ADP bracis-33577 120 38 the the DET bracis-33577 120 39 upper upper ADJ bracis-33577 120 40 envelope envelope NOUN bracis-33577 120 41 . . PUNCT bracis-33577 121 1 their their PRON bracis-33577 121 2 mean mean NOUN bracis-33577 121 3 is be AUX bracis-33577 121 4 denominated denominate VERB bracis-33577 121 5 \(m_{i}\ \(m_{i}\ ADJ bracis-33577 121 6 ) ) PUNCT bracis-33577 121 7 , , PUNCT bracis-33577 121 8 and and CCONJ bracis-33577 121 9 the the DET bracis-33577 121 10 difference difference NOUN bracis-33577 121 11 between between ADP bracis-33577 121 12 the the DET bracis-33577 121 13 data datum NOUN bracis-33577 121 14 and and CCONJ bracis-33577 121 15 \(m_{i}\ \(m_{i}\ PROPN bracis-33577 121 16 ) ) PUNCT bracis-33577 121 17 is be AUX bracis-33577 121 18 the the DET bracis-33577 121 19 first first ADJ bracis-33577 121 20 component component NOUN bracis-33577 121 21 \(h_{i}\ \(h_{i}\ PROPN bracis-33577 121 22 ) ) PUNCT bracis-33577 121 23 . . PUNCT bracis-33577 122 1 if if SCONJ bracis-33577 122 2 the the DET bracis-33577 122 3 component component NOUN bracis-33577 122 4 \(h_{i}\ \(h_{i}\ PROPN bracis-33577 122 5 ) ) PUNCT bracis-33577 122 6 is be AUX bracis-33577 122 7 an an DET bracis-33577 122 8 imf imf PROPN bracis-33577 122 9 , , PUNCT bracis-33577 122 10 this this PRON bracis-33577 122 11 is be AUX bracis-33577 122 12 separated separate VERB bracis-33577 122 13 from from ADP bracis-33577 122 14 the the DET bracis-33577 122 15 remaining remain VERB bracis-33577 122 16 data datum NOUN bracis-33577 122 17 and and CCONJ bracis-33577 122 18 is be AUX bracis-33577 122 19 designated designate VERB bracis-33577 122 20 as as ADP bracis-33577 122 21 \(c_{i}\ \(c_{i}\ ADJ bracis-33577 122 22 ) ) PUNCT bracis-33577 122 23 . . PUNCT bracis-33577 123 1 the the DET bracis-33577 123 2 result result NOUN bracis-33577 123 3 is be AUX bracis-33577 123 4 a a DET bracis-33577 123 5 component component NOUN bracis-33577 123 6 \(r_{n}\ \(r_{n}\ PROPN bracis-33577 123 7 ) ) PUNCT bracis-33577 123 8 . . PUNCT bracis-33577 124 1 otherwise otherwise ADV bracis-33577 124 2 , , PUNCT bracis-33577 124 3 step step NOUN bracis-33577 124 4 ( ( PUNCT bracis-33577 124 5 1 1 X bracis-33577 124 6 ) ) PUNCT bracis-33577 124 7 is be AUX bracis-33577 124 8 repeated repeat VERB bracis-33577 124 9 with with ADP bracis-33577 124 10 \(h_{i}\ \(h_{i}\ PROPN bracis-33577 124 11 ) ) PUNCT bracis-33577 124 12 as as ADP bracis-33577 124 13 the the DET bracis-33577 124 14 input input NOUN bracis-33577 124 15 signal signal NOUN bracis-33577 124 16 . . PUNCT bracis-33577 125 1 if if SCONJ bracis-33577 125 2 \(r_{n}\ \(r_{n}\ NUM bracis-33577 125 3 ) ) PUNCT bracis-33577 125 4 is be AUX bracis-33577 125 5 a a DET bracis-33577 125 6 residual residual ADJ bracis-33577 125 7 , , PUNCT bracis-33577 125 8 the the DET bracis-33577 125 9 original original ADJ bracis-33577 125 10 dataset dataset NOUN bracis-33577 125 11 x x VERB bracis-33577 125 12 is be AUX bracis-33577 125 13 decomposed decompose VERB bracis-33577 125 14 into into ADP bracis-33577 125 15 n n PROPN bracis-33577 125 16 imfs imfs NOUN bracis-33577 125 17 \(c_{i}\ \(c_{i}\ PUNCT bracis-33577 125 18 ) ) PUNCT bracis-33577 125 19 and and CCONJ bracis-33577 125 20 a a DET bracis-33577 125 21 residual residual ADJ bracis-33577 125 22 \(r_{n}\ \(r_{n}\ PROPN bracis-33577 125 23 ) ) PUNCT bracis-33577 125 24 , , PUNCT bracis-33577 125 25 which which PRON bracis-33577 125 26 can can AUX bracis-33577 125 27 be be AUX bracis-33577 125 28 either either CCONJ bracis-33577 125 29 the the DET bracis-33577 125 30 mean mean ADJ bracis-33577 125 31 trend trend NOUN bracis-33577 125 32 or or CCONJ bracis-33577 125 33 a a DET bracis-33577 125 34 constant constant ADJ bracis-33577 125 35 . . PUNCT bracis-33577 126 1 otherwise otherwise ADV bracis-33577 126 2 , , PUNCT bracis-33577 126 3 steps step NOUN bracis-33577 126 4 ( ( PUNCT bracis-33577 126 5 1 1 NUM bracis-33577 126 6 ) ) PUNCT bracis-33577 126 7 and and CCONJ bracis-33577 126 8 ( ( PUNCT bracis-33577 126 9 2 2 X bracis-33577 126 10 ) ) PUNCT bracis-33577 126 11 are be AUX bracis-33577 126 12 repeated repeat VERB bracis-33577 126 13 . . PUNCT bracis-33577 127 1 the the DET bracis-33577 127 2 edm edm PROPN bracis-33577 127 3 procedure procedure NOUN bracis-33577 127 4 can can AUX bracis-33577 127 5 be be AUX bracis-33577 127 6 represented represent VERB bracis-33577 127 7 as as ADP bracis-33577 127 8 the the DET bracis-33577 127 9 following follow VERB bracis-33577 127 10 equation equation NOUN bracis-33577 127 11 $ $ SYM bracis-33577 127 12 $ $ SYM bracis-33577 127 13 \begin{aligned \begin{aligne VERB bracis-33577 127 14 } } PUNCT bracis-33577 127 15 x x PUNCT bracis-33577 127 16 = = PUNCT bracis-33577 127 17 \sum \sum NOUN bracis-33577 127 18 _ _ PUNCT bracis-33577 127 19 { { PUNCT bracis-33577 127 20 i=1}^{n}c_{i i=1}^{n}c_{i NOUN bracis-33577 127 21 } } PUNCT bracis-33577 127 22 + + CCONJ bracis-33577 127 23 r_{n r_{n PROPN bracis-33577 127 24 } } PUNCT bracis-33577 127 25 \end{aligned}$$ \end{aligned}$$ X bracis-33577 127 26 ( ( PUNCT bracis-33577 127 27 3 3 X bracis-33577 127 28 ) ) PUNCT bracis-33577 127 29 fig fig NOUN bracis-33577 127 30 . . PUNCT bracis-33577 128 1 3 3 X bracis-33577 128 2 . . X bracis-33577 128 3 empirical empirical ADJ bracis-33577 128 4 mode mode NOUN bracis-33577 128 5 decomposition decomposition NOUN bracis-33577 128 6 with with ADP bracis-33577 128 7 3 3 NUM bracis-33577 128 8 levels level NOUN bracis-33577 128 9 . . PUNCT bracis-33577 129 1 full full ADJ bracis-33577 129 2 size size NOUN bracis-33577 129 3 image image NOUN bracis-33577 129 4 continuous continuous ADJ bracis-33577 129 5 wavelet wavelet NOUN bracis-33577 129 6 : : PUNCT bracis-33577 129 7 it it PRON bracis-33577 129 8 is be AUX bracis-33577 129 9 an an DET bracis-33577 129 10 application application NOUN bracis-33577 129 11 of of ADP bracis-33577 129 12 the the DET bracis-33577 129 13 wavelet wavelet NOUN bracis-33577 129 14 transform transform NOUN bracis-33577 129 15 that that PRON bracis-33577 129 16 employs employ VERB bracis-33577 129 17 arbitrary arbitrary ADJ bracis-33577 129 18 scales scale NOUN bracis-33577 129 19 and and CCONJ bracis-33577 129 20 nearly nearly ADV bracis-33577 129 21 arbitrary arbitrary ADJ bracis-33577 129 22 wavelets wavelet NOUN bracis-33577 129 23     SPACE bracis-33577 129 24 [ [ X bracis-33577 129 25 19 19 NUM bracis-33577 129 26 ] ] PUNCT bracis-33577 129 27 . . PUNCT bracis-33577 130 1 wavelets wavelet NOUN bracis-33577 130 2 are be AUX bracis-33577 130 3 brief brief ADJ bracis-33577 130 4 oscillations oscillation NOUN bracis-33577 130 5 localized localize VERB bracis-33577 130 6 in in ADP bracis-33577 130 7 time time NOUN bracis-33577 130 8 and and CCONJ bracis-33577 130 9 frequency frequency NOUN bracis-33577 130 10 . . PUNCT bracis-33577 131 1 in in ADP bracis-33577 131 2 this this DET bracis-33577 131 3 transformation transformation NOUN bracis-33577 131 4 , , PUNCT bracis-33577 131 5 the the DET bracis-33577 131 6 signal signal NOUN bracis-33577 131 7 is be AUX bracis-33577 131 8 decomposed decompose VERB bracis-33577 131 9 into into ADP bracis-33577 131 10 a a DET bracis-33577 131 11 collection collection NOUN bracis-33577 131 12 of of ADP bracis-33577 131 13 wavelets wavelet NOUN bracis-33577 131 14 through through ADP bracis-33577 131 15 the the DET bracis-33577 131 16 wavelet wavelet NOUN bracis-33577 131 17 method method NOUN bracis-33577 131 18 , , PUNCT bracis-33577 131 19 corresponding correspond VERB bracis-33577 131 20 to to ADP bracis-33577 131 21 a a DET bracis-33577 131 22 distinct distinct ADJ bracis-33577 131 23 frequency frequency NOUN bracis-33577 131 24 band band NOUN bracis-33577 131 25 . . PUNCT bracis-33577 132 1 the the DET bracis-33577 132 2 continuous continuous ADJ bracis-33577 132 3 wavelet wavelet NOUN bracis-33577 132 4 transform transform NOUN bracis-33577 132 5     SPACE bracis-33577 132 6 ( ( PUNCT bracis-33577 132 7 cwt cwt NOUN bracis-33577 132 8 ) ) PUNCT bracis-33577 132 9 generates generate VERB bracis-33577 132 10 a a DET bracis-33577 132 11 time time NOUN bracis-33577 132 12 - - PUNCT bracis-33577 132 13 frequency frequency NOUN bracis-33577 132 14 representation representation NOUN bracis-33577 132 15 of of ADP bracis-33577 132 16 a a DET bracis-33577 132 17 signal signal NOUN bracis-33577 132 18 with with ADP bracis-33577 132 19 best good ADJ bracis-33577 132 20 location location NOUN bracis-33577 132 21 found find VERB bracis-33577 132 22 by by ADP bracis-33577 132 23 the the DET bracis-33577 132 24 model model NOUN bracis-33577 132 25 in in ADP bracis-33577 132 26 both both CCONJ bracis-33577 132 27 the the DET bracis-33577 132 28 time time NOUN bracis-33577 132 29 and and CCONJ bracis-33577 132 30 frequency frequency NOUN bracis-33577 132 31 dimensions dimension NOUN bracis-33577 132 32 . . PUNCT bracis-33577 133 1 the the DET bracis-33577 133 2 cwt cwt NOUN bracis-33577 133 3 generates generate VERB bracis-33577 133 4 a a DET bracis-33577 133 5 graphical graphical ADJ bracis-33577 133 6 representation representation NOUN bracis-33577 133 7 called call VERB bracis-33577 133 8 a a DET bracis-33577 133 9 spectrogram spectrogram NOUN bracis-33577 133 10 that that PRON bracis-33577 133 11 shows show VERB bracis-33577 133 12 the the DET bracis-33577 133 13 intensity intensity NOUN bracis-33577 133 14 of of ADP bracis-33577 133 15 different different ADJ bracis-33577 133 16 frequencies frequency NOUN bracis-33577 133 17 along along ADP bracis-33577 133 18 time time NOUN bracis-33577 133 19 . . PUNCT bracis-33577 134 1 each each DET bracis-33577 134 2 point point NOUN bracis-33577 134 3 in in ADP bracis-33577 134 4 the the DET bracis-33577 134 5 spectrogram spectrogram NOUN bracis-33577 134 6 reflects reflect VERB bracis-33577 134 7 the the DET bracis-33577 134 8 intensity intensity NOUN bracis-33577 134 9 of of ADP bracis-33577 134 10 the the DET bracis-33577 134 11 associated associated ADJ bracis-33577 134 12 frequency frequency NOUN bracis-33577 134 13 component component NOUN bracis-33577 134 14 at at ADP bracis-33577 134 15 a a DET bracis-33577 134 16 specific specific ADJ bracis-33577 134 17 time time NOUN bracis-33577 134 18 . . PUNCT bracis-33577 135 1 cwt cwt PROPN bracis-33577 135 2 is be AUX bracis-33577 135 3 especially especially ADV bracis-33577 135 4 useful useful ADJ bracis-33577 135 5 for for ADP bracis-33577 135 6 analyzing analyze VERB bracis-33577 135 7 dynamic dynamic ADJ bracis-33577 135 8 signals signal NOUN bracis-33577 135 9 , , PUNCT bracis-33577 135 10 where where SCONJ bracis-33577 135 11 frequency frequency NOUN bracis-33577 135 12 characteristics characteristic NOUN bracis-33577 135 13 can can AUX bracis-33577 135 14 vary vary VERB bracis-33577 135 15 over over ADP bracis-33577 135 16 time time NOUN bracis-33577 135 17 , , PUNCT bracis-33577 135 18 and and CCONJ bracis-33577 135 19 the the DET bracis-33577 135 20 choice choice NOUN bracis-33577 135 21 of of ADP bracis-33577 135 22 wavelet wavelet NOUN bracis-33577 135 23 and and CCONJ bracis-33577 135 24 scale scale NOUN bracis-33577 135 25 parameters parameter NOUN bracis-33577 135 26 is be AUX bracis-33577 135 27 critical critical ADJ bracis-33577 135 28 in in ADP bracis-33577 135 29 cwt cwt NOUN bracis-33577 135 30 , , PUNCT bracis-33577 135 31 as as SCONJ bracis-33577 135 32 it it PRON bracis-33577 135 33 determines determine VERB bracis-33577 135 34 the the DET bracis-33577 135 35 sensitivity sensitivity NOUN bracis-33577 135 36 of of ADP bracis-33577 135 37 the the DET bracis-33577 135 38 transform transform NOUN bracis-33577 135 39 to to ADP bracis-33577 135 40 various various ADJ bracis-33577 135 41 signal signal NOUN bracis-33577 135 42 characteristics characteristic NOUN bracis-33577 135 43 . . PUNCT bracis-33577 136 1 cwt cwt NOUN bracis-33577 136 2 function function NOUN bracis-33577 136 3 of of ADP bracis-33577 136 4 an an DET bracis-33577 136 5 input input NOUN bracis-33577 136 6 signal signal NOUN bracis-33577 136 7 x(t x(t PROPN bracis-33577 136 8 ) ) PUNCT bracis-33577 136 9 can can AUX bracis-33577 136 10 be be AUX bracis-33577 136 11 represented represent VERB bracis-33577 136 12     SPACE bracis-33577 136 13 as as ADP bracis-33577 136 14 $ $ SYM bracis-33577 136 15 $ $ SYM bracis-33577 136 16 \begin{aligned \begin{aligne VERB bracis-33577 136 17 } } PUNCT bracis-33577 136 18 w(a w(a PUNCT bracis-33577 136 19 , , PUNCT bracis-33577 136 20 b b X bracis-33577 136 21 ) ) PUNCT bracis-33577 136 22 = = PUNCT bracis-33577 137 1 \frac{1}{\sqrt{a}}\int \frac{1}{\sqrt{a}}\int PROPN bracis-33577 137 2 _ _ PUNCT bracis-33577 137 3 { { PUNCT bracis-33577 137 4 -\infty -\infty ADJ bracis-33577 137 5 } } PUNCT bracis-33577 137 6 ^{\infty ^{\infty NUM bracis-33577 137 7 } } PUNCT bracis-33577 137 8 x(t)\psi x(t)\psi PROPN bracis-33577 137 9 ^{*}(\frac{t ^{*}(\frac{t NUM bracis-33577 137 10 b}{a})dt b}{a})dt NOUN bracis-33577 137 11 \end{aligned}$$ \end{aligned}$$ X bracis-33577 137 12 ( ( PUNCT bracis-33577 137 13 4 4 NUM bracis-33577 137 14 ) ) PUNCT bracis-33577 137 15 where where SCONJ bracis-33577 137 16 a a DET bracis-33577 137 17 controls control NOUN bracis-33577 137 18 the the DET bracis-33577 137 19 length length NOUN bracis-33577 137 20 of of ADP bracis-33577 137 21 the the DET bracis-33577 137 22 wavelet wavelet NOUN bracis-33577 137 23 , , PUNCT bracis-33577 137 24 b b PROPN bracis-33577 137 25 controls control VERB bracis-33577 137 26 the the DET bracis-33577 137 27 position position NOUN bracis-33577 137 28 of of ADP bracis-33577 137 29 the the DET bracis-33577 137 30 wavelet wavelet NOUN bracis-33577 137 31 along along ADP bracis-33577 137 32 the the DET bracis-33577 137 33 time time NOUN bracis-33577 137 34 axis axis ADJ bracis-33577 137 35 , , PUNCT bracis-33577 137 36 and and CCONJ bracis-33577 137 37 \(\psi \(\psi NOUN bracis-33577 137 38 ^{*}(\frac{t ^{*}(\frac{t ADJ bracis-33577 137 39 b}{a})\ b}{a})\ NOUN bracis-33577 137 40 ) ) PUNCT bracis-33577 137 41 is be AUX bracis-33577 137 42 the the DET bracis-33577 137 43 complex complex ADJ bracis-33577 137 44 conjugate conjugate ADJ bracis-33577 137 45 version version NOUN bracis-33577 137 46 of of ADP bracis-33577 137 47 the the DET bracis-33577 137 48 wavelet wavelet NOUN bracis-33577 137 49 \(\psi \(\psi NOUN bracis-33577 137 50 ( ( PUNCT bracis-33577 137 51 \frac{t \frac{t PROPN bracis-33577 137 52 b}{a})\ b}{a})\ PROPN bracis-33577 137 53 ) ) PUNCT bracis-33577 137 54 . . PUNCT bracis-33577 138 1 4.3 4.3 NUM bracis-33577 138 2 common common ADJ bracis-33577 138 3 spatial spatial ADJ bracis-33577 138 4 pattern pattern NOUN bracis-33577 138 5 common common ADJ bracis-33577 138 6 spatial spatial ADJ bracis-33577 138 7 pattern pattern NOUN bracis-33577 138 8     SPACE bracis-33577 138 9 ( ( PUNCT bracis-33577 138 10 csp csp PROPN bracis-33577 138 11 ) ) PUNCT bracis-33577 138 12 is be AUX bracis-33577 138 13 a a DET bracis-33577 138 14 technique technique NOUN bracis-33577 138 15 for for SCONJ bracis-33577 138 16 spatial spatial ADJ bracis-33577 138 17 filtering filtering NOUN bracis-33577 138 18 to to PART bracis-33577 138 19 extract extract VERB bracis-33577 138 20 features feature NOUN bracis-33577 138 21 from from ADP bracis-33577 138 22 signals signal NOUN bracis-33577 138 23 . . PUNCT bracis-33577 139 1 csp csp PROPN bracis-33577 139 2 aims aim VERB bracis-33577 139 3 to to PART bracis-33577 139 4 find find VERB bracis-33577 139 5 a a DET bracis-33577 139 6 set set NOUN bracis-33577 139 7 of of ADP bracis-33577 139 8 spatial spatial ADJ bracis-33577 139 9 filters filter NOUN bracis-33577 139 10 that that PRON bracis-33577 139 11 maximize maximize VERB bracis-33577 139 12 the the DET bracis-33577 139 13 difference difference NOUN bracis-33577 139 14 between between ADP bracis-33577 139 15 signals signal NOUN bracis-33577 139 16 from from ADP bracis-33577 139 17 two two NUM bracis-33577 139 18 classes class NOUN bracis-33577 139 19 based base VERB bracis-33577 139 20 on on ADP bracis-33577 139 21 their their PRON bracis-33577 139 22 covariance covariance NOUN bracis-33577 139 23 matrices matrix NOUN bracis-33577 139 24 . . PUNCT bracis-33577 140 1 its its PRON bracis-33577 140 2 application application NOUN bracis-33577 140 3 is be AUX bracis-33577 140 4 given give VERB bracis-33577 140 5     SPACE bracis-33577 140 6 by by ADP bracis-33577 140 7 $ $ SYM bracis-33577 140 8 $ $ SYM bracis-33577 140 9 \begin{aligned \begin{aligne VERB bracis-33577 140 10 } } PUNCT bracis-33577 140 11 z_{i}=w^{\text z_{i}=w^{\text NOUN bracis-33577 140 12 { { PUNCT bracis-33577 140 13 t}}\times t}}\times NUM bracis-33577 140 14 e_{i e_{i PROPN bracis-33577 140 15 } } PUNCT bracis-33577 140 16 \end{aligned}$$ \end{aligned}$$ X bracis-33577 140 17 ( ( PUNCT bracis-33577 140 18 5 5 NUM bracis-33577 140 19 ) ) PUNCT bracis-33577 140 20 where where SCONJ bracis-33577 140 21 \(z_{i}\in \(z_{i}\in ADJ bracis-33577 140 22 \mathbb \mathbb INTJ bracis-33577 140 23 { { PUNCT bracis-33577 140 24 r}^{s\times r}^{s\time NOUN bracis-33577 140 25 t_{s}}\ t_{s}}\ PROPN bracis-33577 140 26 ) ) PUNCT bracis-33577 140 27 is be AUX bracis-33577 140 28 the the DET bracis-33577 140 29 matrix matrix NOUN bracis-33577 140 30 obtained obtain VERB bracis-33577 140 31 when when SCONJ bracis-33577 140 32 we we PRON bracis-33577 140 33 multiply multiply VERB bracis-33577 140 34 the the DET bracis-33577 140 35 i i PROPN bracis-33577 140 36 - - PUNCT bracis-33577 140 37 th th VERB bracis-33577 140 38 trial trial NOUN bracis-33577 140 39 \(e_{i}\in \(e_{i}\in VERB bracis-33577 140 40 \mathbb \mathbb ADP bracis-33577 140 41 { { PUNCT bracis-33577 140 42 r r NOUN bracis-33577 140 43 } } PUNCT bracis-33577 140 44 ^{s\times ^{s\times NUM bracis-33577 140 45 t_{s}}\ t_{s}}\ PROPN bracis-33577 140 46 ) ) PUNCT bracis-33577 140 47 with with ADP bracis-33577 140 48 the the DET bracis-33577 140 49 transformation transformation NOUN bracis-33577 140 50 matrix matrix NOUN bracis-33577 140 51 \(w^{t}\in \(w^{t}\in PUNCT bracis-33577 140 52 \mathbb \mathbb PROPN bracis-33577 140 53 { { PUNCT bracis-33577 140 54 r}^{s\times r}^{s\time NOUN bracis-33577 140 55 s}\ s}\ NUM bracis-33577 140 56 ) ) PUNCT bracis-33577 140 57 . . PUNCT bracis-33577 141 1 s s PART bracis-33577 141 2 and and CCONJ bracis-33577 141 3 t t PROPN bracis-33577 141 4 represent represent VERB bracis-33577 141 5 the the DET bracis-33577 141 6 number number NOUN bracis-33577 141 7 of of ADP bracis-33577 141 8 electrodes electrode NOUN bracis-33577 141 9 and and CCONJ bracis-33577 141 10 the the DET bracis-33577 141 11 size size NOUN bracis-33577 141 12 of of ADP bracis-33577 141 13 the the DET bracis-33577 141 14 signal signal NOUN bracis-33577 141 15 collected collect VERB bracis-33577 141 16 per per ADP bracis-33577 141 17 electrode electrode NOUN bracis-33577 141 18 in in ADP bracis-33577 141 19 each each DET bracis-33577 141 20 trial trial NOUN bracis-33577 141 21 . . PUNCT bracis-33577 142 1 the the DET bracis-33577 142 2 correlation correlation NOUN bracis-33577 142 3 matrices matrix NOUN bracis-33577 142 4 of of ADP bracis-33577 142 5 each each DET bracis-33577 142 6 label label NOUN bracis-33577 142 7 are be AUX bracis-33577 142 8 used use VERB bracis-33577 142 9 to to PART bracis-33577 142 10 find find VERB bracis-33577 142 11 the the DET bracis-33577 142 12 transformation transformation NOUN bracis-33577 142 13 matrix matrix NOUN bracis-33577 142 14 w w NOUN bracis-33577 142 15 , , PUNCT bracis-33577 142 16 and and CCONJ bracis-33577 142 17 it it PRON bracis-33577 142 18 is be AUX bracis-33577 142 19 defined define VERB bracis-33577 142 20     SPACE bracis-33577 142 21 by by ADP bracis-33577 142 22 $ $ SYM bracis-33577 142 23 $ $ SYM bracis-33577 142 24 \begin{aligned \begin{aligne VERB bracis-33577 142 25 } } PUNCT bracis-33577 142 26 { { PUNCT bracis-33577 142 27 \varsigma \varsigma NOUN bracis-33577 142 28 } } PUNCT bracis-33577 142 29 ^{(c ^{(c NOUN bracis-33577 142 30 ) ) PUNCT bracis-33577 142 31 } } PUNCT bracis-33577 142 32 = = SYM bracis-33577 142 33 \frac{1}{n_c}\sum \frac{1}{n_c}\sum X bracis-33577 142 34 ^{n_c}_{n}e^{(c)}_{n}{e^{(c)}_{n}}^t ^{n_c}_{n}e^{(c)}_{n}{e^{(c)}_{n}}^t PUNCT bracis-33577 142 35 \end{aligned}$$ \end{aligned}$$ X bracis-33577 142 36 ( ( PUNCT bracis-33577 142 37 6 6 NUM bracis-33577 142 38 ) ) PUNCT bracis-33577 142 39 where where SCONJ bracis-33577 142 40 \({\varsigma \({\varsigma ADP bracis-33577 142 41 } } PUNCT bracis-33577 142 42 ^{(c)}\in ^{(c)}\in X bracis-33577 142 43 \mathbb \mathbb PROPN bracis-33577 142 44 { { PUNCT bracis-33577 142 45 r}^{s\times r}^{s\time NOUN bracis-33577 142 46 s}\ s}\ NUM bracis-33577 142 47 ) ) PUNCT bracis-33577 142 48 is be AUX bracis-33577 142 49 the the DET bracis-33577 142 50 correlation correlation NOUN bracis-33577 142 51 matrix matrix NOUN bracis-33577 142 52 between between ADP bracis-33577 142 53 the the DET bracis-33577 142 54 electrodes electrode NOUN bracis-33577 142 55 , , PUNCT bracis-33577 142 56 \(n_c\ \(n_c\ NOUN bracis-33577 142 57 ) ) PUNCT bracis-33577 142 58 is be AUX bracis-33577 142 59 the the DET bracis-33577 142 60 number number NOUN bracis-33577 142 61 of of ADP bracis-33577 142 62 training training NOUN bracis-33577 142 63 samples sample NOUN bracis-33577 142 64 of of ADP bracis-33577 142 65 class class NOUN bracis-33577 142 66 c c NOUN bracis-33577 142 67 , , PUNCT bracis-33577 142 68 and and CCONJ bracis-33577 142 69 \(e^{(c)}_{n}\ \(e^{(c)}_{n}\ PROPN bracis-33577 142 70 ) ) PUNCT bracis-33577 142 71 is be AUX bracis-33577 142 72 the the DET bracis-33577 142 73 n n ADV bracis-33577 142 74 - - PUNCT bracis-33577 142 75 th th NOUN bracis-33577 142 76 training training NOUN bracis-33577 142 77 sample sample NOUN bracis-33577 142 78 of of ADP bracis-33577 142 79 class class PROPN bracis-33577 142 80 c. c. PROPN bracis-33577 142 81 maximization maximization NOUN bracis-33577 142 82 is be AUX bracis-33577 142 83 restricted restrict VERB bracis-33577 142 84 so so SCONJ bracis-33577 142 85 that that SCONJ bracis-33577 142 86 the the DET bracis-33577 142 87 sum sum NOUN bracis-33577 142 88 of of ADP bracis-33577 142 89 the the DET bracis-33577 142 90 diagonal diagonal ADJ bracis-33577 142 91 matrices matrix NOUN bracis-33577 142 92 formed form VERB bracis-33577 142 93 by by ADP bracis-33577 142 94 the the DET bracis-33577 142 95 eigenvalues eigenvalue NOUN bracis-33577 142 96 is be AUX bracis-33577 142 97 equal equal ADJ bracis-33577 142 98 to to ADP bracis-33577 142 99 the the DET bracis-33577 142 100 identity identity NOUN bracis-33577 142 101 matrix matrix NOUN bracis-33577 142 102 , , PUNCT bracis-33577 142 103 that that ADV bracis-33577 142 104 is is ADV bracis-33577 142 105 , , PUNCT bracis-33577 142 106 \({\varlambda \({\varlambda PROPN bracis-33577 142 107 } } PUNCT bracis-33577 142 108 ^{(1 ^{(1 NUM bracis-33577 142 109 ) ) PUNCT bracis-33577 142 110 } } PUNCT bracis-33577 143 1 + + CCONJ bracis-33577 143 2 { { PUNCT bracis-33577 143 3 \varlambda \varlambda PROPN bracis-33577 143 4 } } PUNCT bracis-33577 143 5 ^{(2 ^{(2 NUM bracis-33577 143 6 ) ) PUNCT bracis-33577 143 7 } } PUNCT bracis-33577 143 8 = = SYM bracis-33577 143 9 i\ i\ PROPN bracis-33577 143 10 ) ) PUNCT bracis-33577 143 11 this this DET bracis-33577 143 12 problem problem NOUN bracis-33577 143 13 is be AUX bracis-33577 143 14 equivalent equivalent ADJ bracis-33577 143 15 to to ADP bracis-33577 143 16 solving solve VERB bracis-33577 143 17 the the DET bracis-33577 143 18 generalized generalize VERB bracis-33577 143 19 eigenvalue eigenvalue PROPN bracis-33577 143 20 problem problem NOUN bracis-33577 143 21 , , PUNCT bracis-33577 143 22 defined define VERB bracis-33577 143 23     SPACE bracis-33577 143 24 as as ADP bracis-33577 143 25 $ $ SYM bracis-33577 143 26 $ $ SYM bracis-33577 143 27 \begin{aligned \begin{aligne VERB bracis-33577 143 28 } } PUNCT bracis-33577 143 29 { { PUNCT bracis-33577 143 30 { { PUNCT bracis-33577 143 31 \varsigma \varsigma PROPN bracis-33577 143 32 } } PUNCT bracis-33577 143 33 ^{(1)}}w ^{(1)}}w NUM bracis-33577 143 34 = = SYM bracis-33577 143 35 ( ( PUNCT bracis-33577 143 36 { { PUNCT bracis-33577 143 37 { { PUNCT bracis-33577 143 38 \varsigma \varsigma NOUN bracis-33577 143 39 } } PUNCT bracis-33577 143 40 ^{(1)}}+{{\varsigma ^{(1)}}+{{\varsigma NUM bracis-33577 143 41 } } PUNCT bracis-33577 143 42 ^{(2)}})w\varlambda ^{(2)}})w\varlambda NUM bracis-33577 143 43 \end{aligned}$$ \end{aligned}$$ X bracis-33577 143 44 ( ( PUNCT bracis-33577 143 45 7 7 NUM bracis-33577 143 46 ) ) PUNCT bracis-33577 143 47 finally finally ADV bracis-33577 143 48 , , PUNCT bracis-33577 143 49 the the DET bracis-33577 143 50 following follow VERB bracis-33577 143 51 equation equation NOUN bracis-33577 143 52 is be AUX bracis-33577 143 53 applied apply VERB bracis-33577 143 54 to to ADP bracis-33577 143 55 z z NOUN bracis-33577 143 56 to to PART bracis-33577 143 57 extract extract VERB bracis-33577 143 58 its its PRON bracis-33577 143 59 features feature NOUN bracis-33577 143 60 : : PUNCT bracis-33577 143 61 $ $ SYM bracis-33577 143 62 $ $ SYM bracis-33577 143 63 \begin{aligned \begin{aligne VERB bracis-33577 143 64 } } PUNCT bracis-33577 143 65 f_{i}=log\bigg f_{i}=log\bigg PROPN bracis-33577 143 66 ( ( PUNCT bracis-33577 143 67 \frac{diag(z_{i}z_{i}^t)}{tr(z_{i}z_{i}^t)}\bigg \frac{diag(z_{i}z_{i}^t)}{tr(z_{i}z_{i}^t)}\bigg PROPN bracis-33577 143 68 ) ) PUNCT bracis-33577 143 69 \end{aligned}$$ \end{aligned}$$ PROPN bracis-33577 143 70 ( ( PUNCT bracis-33577 143 71 8) 8) NUM bracis-33577 143 72 where where SCONJ bracis-33577 143 73 \(f_{i}\ \(f_{i}\ NOUN bracis-33577 143 74 ) ) PUNCT bracis-33577 143 75 represents represent VERB bracis-33577 143 76 the the DET bracis-33577 143 77 feature feature NOUN bracis-33577 143 78 vector vector NOUN bracis-33577 143 79 of of ADP bracis-33577 143 80 \(z_i\ \(z_i\ NOUN bracis-33577 143 81 ) ) PUNCT bracis-33577 143 82 , , PUNCT bracis-33577 143 83 and and CCONJ bracis-33577 143 84 \(diag(\cdot \(diag(\cdot NUM bracis-33577 143 85 ) ) PUNCT bracis-33577 143 86 \ \ NOUN bracis-33577 143 87 ) ) PUNCT bracis-33577 143 88 and and CCONJ bracis-33577 143 89 \(tr(\cdot \(tr(\cdot NOUN bracis-33577 143 90 ) ) PUNCT bracis-33577 144 1 \ \ NOUN bracis-33577 144 2 ) ) PUNCT bracis-33577 144 3 represent represent VERB bracis-33577 144 4 the the DET bracis-33577 144 5 main main ADJ bracis-33577 144 6 diagonal diagonal ADJ bracis-33577 144 7 and and CCONJ bracis-33577 144 8 trace trace NOUN bracis-33577 144 9 of of ADP bracis-33577 144 10 the the DET bracis-33577 144 11 matrix matrix NOUN bracis-33577 144 12 , , PUNCT bracis-33577 144 13 respectively respectively ADV bracis-33577 144 14 . . PUNCT bracis-33577 145 1 the the DET bracis-33577 145 2 number number NOUN bracis-33577 145 3 of of ADP bracis-33577 145 4 csp csp PROPN bracis-33577 145 5 filters filter NOUN bracis-33577 145 6 is be AUX bracis-33577 145 7 equal equal ADJ bracis-33577 145 8 to to ADP bracis-33577 145 9 the the DET bracis-33577 145 10 number number NOUN bracis-33577 145 11 of of ADP bracis-33577 145 12 electrodes electrode NOUN bracis-33577 145 13 . . PUNCT bracis-33577 146 1 however however ADV bracis-33577 146 2 , , PUNCT bracis-33577 146 3 only only ADV bracis-33577 146 4 the the DET bracis-33577 146 5 first first ADJ bracis-33577 146 6 and and CCONJ bracis-33577 146 7 last last ADJ bracis-33577 146 8 filters filter NOUN bracis-33577 146 9 are be AUX bracis-33577 146 10 used use VERB bracis-33577 146 11 . . PUNCT bracis-33577 147 1 as as SCONJ bracis-33577 147 2 csp csp PROPN bracis-33577 147 3 maximizes maximize VERB bracis-33577 147 4 the the DET bracis-33577 147 5 variance variance NOUN bracis-33577 147 6 of of ADP bracis-33577 147 7 class class NOUN bracis-33577 147 8 1 1 NUM bracis-33577 147 9 in in ADP bracis-33577 147 10 the the DET bracis-33577 147 11 first first ADJ bracis-33577 147 12 eigenvectors eigenvector NOUN bracis-33577 147 13 and and CCONJ bracis-33577 147 14 class class NOUN bracis-33577 147 15 2 2 NUM bracis-33577 147 16 in in ADP bracis-33577 147 17 the the DET bracis-33577 147 18 last last ADJ bracis-33577 147 19 , , PUNCT bracis-33577 147 20 a a DET bracis-33577 147 21 feature feature NOUN bracis-33577 147 22 vector vector NOUN bracis-33577 147 23 \(v_i\ \(v_i\ NOUN bracis-33577 147 24 ) ) PUNCT bracis-33577 147 25 is be AUX bracis-33577 147 26 created create VERB bracis-33577 147 27 where where SCONJ bracis-33577 147 28 its its PRON bracis-33577 147 29 elements element NOUN bracis-33577 147 30 are be AUX bracis-33577 147 31 the the DET bracis-33577 147 32 m/2 m/2 NUM bracis-33577 147 33 first first ADJ bracis-33577 147 34 components component NOUN bracis-33577 147 35 and and CCONJ bracis-33577 147 36 m/2 m/2 NUM bracis-33577 147 37 final final ADJ bracis-33577 147 38 components component NOUN bracis-33577 147 39 of of ADP bracis-33577 147 40 \(f_i\ \(f_i\ NOUN bracis-33577 147 41 ) ) PUNCT bracis-33577 147 42 . . PUNCT bracis-33577 148 1 4.4 4.4 NUM bracis-33577 148 2 proposed propose VERB bracis-33577 148 3 multi multi ADJ bracis-33577 148 4 band band NOUN bracis-33577 148 5 pipelines pipeline NOUN bracis-33577 148 6 with with ADP bracis-33577 148 7     SPACE bracis-33577 148 8 euclidean euclidean ADJ bracis-33577 148 9 alignment alignment NOUN bracis-33577 148 10 a a DET bracis-33577 148 11 temporal temporal ADJ bracis-33577 148 12 filter filter NOUN bracis-33577 148 13 improves improve VERB bracis-33577 148 14 the the DET bracis-33577 148 15 signal signal NOUN bracis-33577 148 16 - - PUNCT bracis-33577 148 17 to to ADP bracis-33577 148 18 - - PUNCT bracis-33577 148 19 noise noise NOUN bracis-33577 148 20 ratio ratio NOUN bracis-33577 148 21 and and CCONJ bracis-33577 148 22 , , PUNCT bracis-33577 148 23 when when SCONJ bracis-33577 148 24 applied apply VERB bracis-33577 148 25 parallel parallel NOUN bracis-33577 148 26 to to ADP bracis-33577 148 27 the the DET bracis-33577 148 28 data datum NOUN bracis-33577 148 29 , , PUNCT bracis-33577 148 30 can can AUX bracis-33577 148 31 create create VERB bracis-33577 148 32 a a DET bracis-33577 148 33 new new ADJ bracis-33577 148 34 set set NOUN bracis-33577 148 35 of of ADP bracis-33577 148 36 filtered filter VERB bracis-33577 148 37 data datum NOUN bracis-33577 148 38 . . PUNCT bracis-33577 149 1 in in ADP bracis-33577 149 2 this this DET bracis-33577 149 3 work work NOUN bracis-33577 149 4 , , PUNCT bracis-33577 149 5 we we PRON bracis-33577 149 6 propose propose VERB bracis-33577 149 7 these these DET bracis-33577 149 8 filters filter NOUN bracis-33577 149 9 with with ADP bracis-33577 149 10 ea ea NOUN bracis-33577 149 11 to to PART bracis-33577 149 12 evaluate evaluate VERB bracis-33577 149 13 their their PRON bracis-33577 149 14 combinations combination NOUN bracis-33577 149 15 . . PUNCT bracis-33577 150 1 csp csp PROPN bracis-33577 150 2 is be AUX bracis-33577 150 3 adopted adopt VERB bracis-33577 150 4 as as ADP bracis-33577 150 5 a a DET bracis-33577 150 6 base base NOUN bracis-33577 150 7 model model NOUN bracis-33577 150 8 , , PUNCT bracis-33577 150 9 as as SCONJ bracis-33577 150 10 it it PRON bracis-33577 150 11 is be AUX bracis-33577 150 12 a a DET bracis-33577 150 13 standard standard ADJ bracis-33577 150 14 classification classification NOUN bracis-33577 150 15 approach approach NOUN bracis-33577 150 16 for for ADP bracis-33577 150 17 mi mi PROPN bracis-33577 150 18     SPACE bracis-33577 150 19 [ [ X bracis-33577 150 20 7 7 NUM bracis-33577 150 21 ] ] PUNCT bracis-33577 150 22 . . PUNCT bracis-33577 151 1 we we PRON bracis-33577 151 2 propose propose VERB bracis-33577 151 3 here here ADV bracis-33577 151 4 two two NUM bracis-33577 151 5 ways way NOUN bracis-33577 151 6 to to PART bracis-33577 151 7 use use VERB bracis-33577 151 8 ea ea NOUN bracis-33577 151 9 with with ADP bracis-33577 151 10 multi multi ADJ bracis-33577 151 11 - - ADJ bracis-33577 151 12 band band ADJ bracis-33577 151 13 filtering filtering NOUN bracis-33577 151 14 : : PUNCT bracis-33577 151 15 using use VERB bracis-33577 151 16 the the DET bracis-33577 151 17 ea ea NOUN bracis-33577 151 18 before before ADP bracis-33577 151 19 and and CCONJ bracis-33577 151 20 after after ADP bracis-33577 151 21 the the DET bracis-33577 151 22 multi multi ADJ bracis-33577 151 23 - - ADJ bracis-33577 151 24 band band ADJ bracis-33577 151 25 filter filter NOUN bracis-33577 151 26 . . PUNCT bracis-33577 152 1 also also ADV bracis-33577 152 2 , , PUNCT bracis-33577 152 3 one one PRON bracis-33577 152 4 can can AUX bracis-33577 152 5 observe observe VERB bracis-33577 152 6 that that SCONJ bracis-33577 152 7 many many ADJ bracis-33577 152 8 multi multi ADJ bracis-33577 152 9 - - ADJ bracis-33577 152 10 band band ADJ bracis-33577 152 11 filters filter NOUN bracis-33577 152 12 can can AUX bracis-33577 152 13 be be AUX bracis-33577 152 14 used use VERB bracis-33577 152 15 . . PUNCT bracis-33577 153 1 this this DET bracis-33577 153 2 work work NOUN bracis-33577 153 3 focuses focus VERB bracis-33577 153 4 on on ADP bracis-33577 153 5 the the DET bracis-33577 153 6 temporal temporal ADJ bracis-33577 153 7 filter filter NOUN bracis-33577 153 8 models model NOUN bracis-33577 153 9 presented present VERB bracis-33577 153 10 in in ADP bracis-33577 153 11 sect sect NOUN bracis-33577 153 12 . . PUNCT bracis-33577 153 13     SPACE bracis-33577 153 14 4.2 4.2 NUM bracis-33577 153 15 . . PUNCT bracis-33577 154 1 the the DET bracis-33577 154 2 pipelines pipeline NOUN bracis-33577 154 3 described describe VERB bracis-33577 154 4 in in ADP bracis-33577 154 5 fig fig NOUN bracis-33577 154 6 . . PUNCT bracis-33577 154 7     SPACE bracis-33577 155 1 4 4 NUM bracis-33577 155 2 are be AUX bracis-33577 155 3 in in ADP bracis-33577 155 4 order order NOUN bracis-33577 155 5 : : PUNCT bracis-33577 155 6 the the DET bracis-33577 155 7 baseline baseline NOUN bracis-33577 155 8 model model NOUN bracis-33577 155 9 with with ADP bracis-33577 155 10 ea ea NOUN bracis-33577 155 11     SPACE bracis-33577 155 12 [ [ X bracis-33577 155 13 7 7 NUM bracis-33577 155 14 ] ] PUNCT bracis-33577 155 15 , , PUNCT bracis-33577 155 16 the the DET bracis-33577 155 17 use use NOUN bracis-33577 155 18 of of ADP bracis-33577 155 19 a a DET bracis-33577 155 20 temporal temporal ADJ bracis-33577 155 21 filter filter NOUN bracis-33577 155 22 before before ADP bracis-33577 155 23 the the DET bracis-33577 155 24 ea ea NOUN bracis-33577 155 25 step step NOUN bracis-33577 155 26 , , PUNCT bracis-33577 155 27 and and CCONJ bracis-33577 155 28 the the DET bracis-33577 155 29 application application NOUN bracis-33577 155 30 of of ADP bracis-33577 155 31 ea ea NOUN bracis-33577 155 32 before before ADP bracis-33577 155 33 the the DET bracis-33577 155 34 temporal temporal ADJ bracis-33577 155 35 filter filter NOUN bracis-33577 155 36 . . PUNCT bracis-33577 156 1 as as SCONJ bracis-33577 156 2 shown show VERB bracis-33577 156 3 in in ADP bracis-33577 156 4 fig fig NOUN bracis-33577 156 5 . . PUNCT bracis-33577 156 6     SPACE bracis-33577 157 1 4 4 NUM bracis-33577 157 2 , , PUNCT bracis-33577 157 3 we we PRON bracis-33577 157 4 used use VERB bracis-33577 157 5 lda lda PROPN bracis-33577 157 6 as as ADP bracis-33577 157 7 the the DET bracis-33577 157 8 classifier classifier NOUN bracis-33577 157 9     SPACE bracis-33577 158 1 [ [ X bracis-33577 158 2 14 14 NUM bracis-33577 158 3 , , PUNCT bracis-33577 158 4 15 15 NUM bracis-33577 158 5 ] ] PUNCT bracis-33577 158 6 . . PUNCT bracis-33577 159 1 fig fig NOUN bracis-33577 159 2 . . PUNCT bracis-33577 160 1 4 4 X bracis-33577 160 2 . . X bracis-33577 160 3 literature literature NOUN bracis-33577 160 4 and and CCONJ bracis-33577 160 5 proposed propose VERB bracis-33577 160 6 architectures architecture NOUN bracis-33577 160 7 using use VERB bracis-33577 160 8 euclidean euclidean ADJ bracis-33577 160 9 alignment alignment NOUN bracis-33577 160 10 . . PUNCT bracis-33577 161 1 full full ADJ bracis-33577 161 2 size size NOUN bracis-33577 161 3 image image NOUN bracis-33577 161 4 5 5 NUM bracis-33577 161 5 computational computational ADJ bracis-33577 161 6 experiments experiment NOUN bracis-33577 161 7 we we PRON bracis-33577 161 8 performed perform VERB bracis-33577 161 9 the the DET bracis-33577 161 10 experiments experiment NOUN bracis-33577 161 11 to to PART bracis-33577 161 12 evaluate evaluate VERB bracis-33577 161 13 the the DET bracis-33577 161 14 proposals proposal NOUN bracis-33577 161 15 in in ADP bracis-33577 161 16 sect sect NOUN bracis-33577 161 17 . . PUNCT bracis-33577 161 18     SPACE bracis-33577 162 1 4 4 NUM bracis-33577 162 2 . . PUNCT bracis-33577 163 1 a a DET bracis-33577 163 2 5 5 NUM bracis-33577 163 3 - - ADJ bracis-33577 163 4 fold fold ADJ bracis-33577 163 5 stratified stratified ADJ bracis-33577 163 6 cross cross NOUN bracis-33577 163 7 - - ADJ bracis-33577 163 8 validation validation NOUN bracis-33577 163 9 was be AUX bracis-33577 163 10 performed perform VERB bracis-33577 163 11 to to PART bracis-33577 163 12 evaluate evaluate VERB bracis-33577 163 13 the the DET bracis-33577 163 14 proposed propose VERB bracis-33577 163 15 approaches approach NOUN bracis-33577 163 16 . . PUNCT bracis-33577 164 1 the the DET bracis-33577 164 2 non non ADJ bracis-33577 164 3 - - ADJ bracis-33577 164 4 parametric parametric ADJ bracis-33577 164 5 kruskall kruskall ADJ bracis-33577 164 6 - - PUNCT bracis-33577 164 7 wallis wallis PROPN bracis-33577 164 8 statistical statistical ADJ bracis-33577 164 9 test test NOUN bracis-33577 164 10 was be AUX bracis-33577 164 11 used use VERB bracis-33577 164 12 as as ADP bracis-33577 164 13 a a DET bracis-33577 164 14 multi multi ADJ bracis-33577 164 15 - - ADJ bracis-33577 164 16 group group ADJ bracis-33577 164 17 test test NOUN bracis-33577 164 18 followed follow VERB bracis-33577 164 19 by by ADP bracis-33577 164 20 dunn dunn PROPN bracis-33577 164 21 ’s ’s PART bracis-33577 164 22 test test NOUN bracis-33577 164 23 as as ADP bracis-33577 164 24 post post ADJ bracis-33577 164 25 - - ADJ bracis-33577 164 26 hoc hoc X bracis-33577 164 27 with with ADP bracis-33577 164 28 the the DET bracis-33577 164 29 bonferroni bonferroni NOUN bracis-33577 164 30 correction correction NOUN bracis-33577 164 31 . . PUNCT bracis-33577 165 1 the the DET bracis-33577 165 2 codes code NOUN bracis-33577 165 3 implemented implement VERB bracis-33577 165 4 for for ADP bracis-33577 165 5 this this DET bracis-33577 165 6 work work NOUN bracis-33577 165 7 are be AUX bracis-33577 165 8 publicly publicly ADV bracis-33577 165 9 availablefootnote availablefootnote ADJ bracis-33577 165 10 1 1 NUM bracis-33577 165 11 . . X bracis-33577 165 12 5.1 5.1 NUM bracis-33577 165 13 datasets dataset NOUN bracis-33577 165 14 the the DET bracis-33577 165 15 physionetmi physionetmi NOUN bracis-33577 165 16 dataset dataset VERB bracis-33577 165 17     SPACE bracis-33577 166 1 [ [ X bracis-33577 166 2 6 6 NUM bracis-33577 166 3 ] ] PUNCT bracis-33577 166 4 was be AUX bracis-33577 166 5 used use VERB bracis-33577 166 6 to to PART bracis-33577 166 7 perform perform VERB bracis-33577 166 8 the the DET bracis-33577 166 9 experiments experiment NOUN bracis-33577 166 10 . . PUNCT bracis-33577 167 1 that that DET bracis-33577 167 2 dataset dataset NOUN bracis-33577 167 3 has have VERB bracis-33577 167 4 the the DET bracis-33577 167 5 recorded record VERB bracis-33577 167 6 data datum NOUN bracis-33577 167 7 of of ADP bracis-33577 167 8 109 109 NUM bracis-33577 167 9 subjects subject NOUN bracis-33577 167 10 with with ADP bracis-33577 167 11 14 14 NUM bracis-33577 167 12 sessions session NOUN bracis-33577 167 13 per per ADP bracis-33577 167 14 subject subject NOUN bracis-33577 167 15 . . PUNCT bracis-33577 168 1 the the DET bracis-33577 168 2 acquisition acquisition NOUN bracis-33577 168 3 was be AUX bracis-33577 168 4 performed perform VERB bracis-33577 168 5 using use VERB bracis-33577 168 6 an an DET bracis-33577 168 7 eeg eeg NOUN bracis-33577 168 8 with with ADP bracis-33577 168 9 a a DET bracis-33577 168 10 sample sample NOUN bracis-33577 168 11 rate rate NOUN bracis-33577 168 12 of of ADP bracis-33577 168 13 160 160 NUM bracis-33577 168 14     SPACE bracis-33577 168 15 hz hz VERB bracis-33577 168 16 and and CCONJ bracis-33577 168 17 64 64 NUM bracis-33577 168 18 monopolar monopolar NOUN bracis-33577 168 19 electrodes electrode NOUN bracis-33577 168 20 based base VERB bracis-33577 168 21 on on ADP bracis-33577 168 22 the the DET bracis-33577 168 23 10–10 10–10 NUM bracis-33577 168 24 electrode electrode NOUN bracis-33577 168 25 system system NOUN bracis-33577 168 26     SPACE bracis-33577 169 1 [ [ X bracis-33577 169 2 17 17 NUM bracis-33577 169 3 ] ] PUNCT bracis-33577 169 4 . . PUNCT bracis-33577 170 1 for for ADP bracis-33577 170 2 the the DET bracis-33577 170 3 first first ADJ bracis-33577 170 4 two two NUM bracis-33577 170 5 sessions session NOUN bracis-33577 170 6 , , PUNCT bracis-33577 170 7 a a DET bracis-33577 170 8 baseline baseline NOUN bracis-33577 170 9 with with ADP bracis-33577 170 10 eyes eye NOUN bracis-33577 170 11 open open ADJ bracis-33577 170 12 and and CCONJ bracis-33577 170 13 closed closed ADJ bracis-33577 170 14 was be AUX bracis-33577 170 15 recorded record VERB bracis-33577 170 16 without without ADP bracis-33577 170 17 any any DET bracis-33577 170 18 task task NOUN bracis-33577 170 19 to to PART bracis-33577 170 20 execute execute VERB bracis-33577 170 21 . . PUNCT bracis-33577 171 1 for for ADP bracis-33577 171 2 other other ADJ bracis-33577 171 3 sessions session NOUN bracis-33577 171 4 , , PUNCT bracis-33577 171 5 there there PRON bracis-33577 171 6 are be VERB bracis-33577 171 7 two two NUM bracis-33577 171 8 classes class NOUN bracis-33577 171 9 per per ADP bracis-33577 171 10 session session NOUN bracis-33577 171 11 , , PUNCT bracis-33577 171 12 which which PRON bracis-33577 171 13 is be AUX bracis-33577 171 14 sessions session NOUN bracis-33577 171 15 : : PUNCT bracis-33577 171 16 ( ( PUNCT bracis-33577 171 17 i i NOUN bracis-33577 171 18 ) ) PUNCT bracis-33577 171 19     SPACE bracis-33577 171 20 left left ADJ bracis-33577 171 21 - - PUNCT bracis-33577 171 22 fist fist NOUN bracis-33577 171 23 and and CCONJ bracis-33577 171 24 right right ADJ bracis-33577 171 25 - - PUNCT bracis-33577 171 26 fist fist NOUN bracis-33577 171 27 movement movement NOUN bracis-33577 171 28 : : PUNCT bracis-33577 171 29 3 3 NUM bracis-33577 171 30 , , PUNCT bracis-33577 171 31 7 7 NUM bracis-33577 171 32 , , PUNCT bracis-33577 171 33 11 11 NUM bracis-33577 171 34 ; ; PUNCT bracis-33577 171 35 ( ( PUNCT bracis-33577 171 36 ii ii NOUN bracis-33577 171 37 ) ) PUNCT bracis-33577 171 38     SPACE bracis-33577 171 39 left left ADJ bracis-33577 171 40 - - PUNCT bracis-33577 171 41 fist fist NOUN bracis-33577 171 42 and and CCONJ bracis-33577 171 43 right right ADJ bracis-33577 171 44 - - PUNCT bracis-33577 171 45 fist fist NOUN bracis-33577 171 46 motor motor NOUN bracis-33577 171 47 imagery imagery NOUN bracis-33577 171 48 : : PUNCT bracis-33577 171 49 4 4 NUM bracis-33577 171 50 , , PUNCT bracis-33577 171 51 8 8 NUM bracis-33577 171 52 , , PUNCT bracis-33577 171 53 12 12 NUM bracis-33577 171 54 ; ; PUNCT bracis-33577 171 55 ( ( PUNCT bracis-33577 171 56 iii iii NOUN bracis-33577 171 57 ) ) PUNCT bracis-33577 171 58     SPACE bracis-33577 171 59 both both DET bracis-33577 171 60 - - PUNCT bracis-33577 171 61 fists fist NOUN bracis-33577 171 62 and and CCONJ bracis-33577 171 63 both both DET bracis-33577 171 64 - - PUNCT bracis-33577 171 65 feet foot NOUN bracis-33577 171 66 movement movement NOUN bracis-33577 171 67 : : PUNCT bracis-33577 171 68 5 5 NUM bracis-33577 171 69 , , PUNCT bracis-33577 171 70 9 9 NUM bracis-33577 171 71 , , PUNCT bracis-33577 171 72 13 13 NUM bracis-33577 171 73 ; ; PUNCT bracis-33577 171 74 and and CCONJ bracis-33577 171 75 ( ( PUNCT bracis-33577 171 76 iv iv X bracis-33577 171 77 ) ) PUNCT bracis-33577 171 78     SPACE bracis-33577 171 79 both both PRON bracis-33577 171 80 - - PUNCT bracis-33577 171 81 fists fist NOUN bracis-33577 171 82 and and CCONJ bracis-33577 171 83 both both DET bracis-33577 171 84 - - PUNCT bracis-33577 171 85 feet foot NOUN bracis-33577 171 86 motor motor NOUN bracis-33577 171 87 imagery imagery NOUN bracis-33577 171 88 : : PUNCT bracis-33577 171 89 6 6 NUM bracis-33577 171 90 , , PUNCT bracis-33577 171 91 10 10 NUM bracis-33577 171 92 , , PUNCT bracis-33577 171 93 14 14 NUM bracis-33577 171 94 . . PUNCT bracis-33577 172 1 each each DET bracis-33577 172 2 session session NOUN bracis-33577 172 3 with with ADP bracis-33577 172 4 a a DET bracis-33577 172 5 task task NOUN bracis-33577 172 6 has have VERB bracis-33577 172 7 15 15 NUM bracis-33577 172 8 trials trial NOUN bracis-33577 172 9 , , PUNCT bracis-33577 172 10 and and CCONJ bracis-33577 172 11 each each DET bracis-33577 172 12 trial trial NOUN bracis-33577 172 13 has have VERB bracis-33577 172 14 8 8 NUM bracis-33577 172 15     SPACE bracis-33577 172 16 s. s. PROPN bracis-33577 172 17 the the DET bracis-33577 172 18 cue cue NOUN bracis-33577 172 19 for for ADP bracis-33577 172 20 the the DET bracis-33577 172 21 task task NOUN bracis-33577 172 22 is be AUX bracis-33577 172 23 presented present VERB bracis-33577 172 24 for for ADP bracis-33577 172 25 1 1 NUM bracis-33577 172 26     SPACE bracis-33577 172 27 s s PROPN bracis-33577 172 28 , , PUNCT bracis-33577 172 29 followed follow VERB bracis-33577 172 30 by by ADP bracis-33577 172 31 3 3 NUM bracis-33577 172 32     SPACE bracis-33577 172 33 s s NOUN bracis-33577 172 34 of of ADP bracis-33577 172 35 the the DET bracis-33577 172 36 task task NOUN bracis-33577 172 37 execution execution NOUN bracis-33577 172 38 . . PUNCT bracis-33577 173 1 moreover moreover ADV bracis-33577 173 2 , , PUNCT bracis-33577 173 3 there there PRON bracis-33577 173 4 is be VERB bracis-33577 173 5 a a DET bracis-33577 173 6 4 4 NUM bracis-33577 173 7 - - PUNCT bracis-33577 173 8 second second ADJ bracis-33577 173 9 break break NOUN bracis-33577 173 10 between between ADP bracis-33577 173 11 each each DET bracis-33577 173 12 trial trial NOUN bracis-33577 173 13 . . PUNCT bracis-33577 174 1 the the DET bracis-33577 174 2 steps step NOUN bracis-33577 174 3 of of ADP bracis-33577 174 4 each each DET bracis-33577 174 5 trial trial NOUN bracis-33577 174 6 are be AUX bracis-33577 174 7 shown show VERB bracis-33577 174 8 in in ADP bracis-33577 174 9 fig fig NOUN bracis-33577 174 10 . . PUNCT bracis-33577 174 11     SPACE bracis-33577 175 1 5 5 NUM bracis-33577 175 2 . . PUNCT bracis-33577 175 3 due due ADP bracis-33577 175 4 to to ADP bracis-33577 175 5 the the DET bracis-33577 175 6 binary binary ADJ bracis-33577 175 7 classification classification NOUN bracis-33577 175 8 nature nature NOUN bracis-33577 175 9 of of ADP bracis-33577 175 10 the the DET bracis-33577 175 11 models model NOUN bracis-33577 175 12 presented present VERB bracis-33577 175 13 here here ADV bracis-33577 175 14 , , PUNCT bracis-33577 175 15 we we PRON bracis-33577 175 16 only only ADV bracis-33577 175 17 used use VERB bracis-33577 175 18 left left ADJ bracis-33577 175 19 - - PUNCT bracis-33577 175 20 fist fist NOUN bracis-33577 175 21 and and CCONJ bracis-33577 175 22 right right ADJ bracis-33577 175 23 - - PUNCT bracis-33577 175 24 fist fist NOUN bracis-33577 175 25 motor motor NOUN bracis-33577 175 26 imagery imagery NOUN bracis-33577 175 27 in in ADP bracis-33577 175 28 our our PRON bracis-33577 175 29 experiments experiment NOUN bracis-33577 175 30 . . PUNCT bracis-33577 176 1 fig fig NOUN bracis-33577 176 2 . . PUNCT bracis-33577 177 1 5 5 X bracis-33577 177 2 . . X bracis-33577 177 3 timing time VERB bracis-33577 177 4 scheme scheme NOUN bracis-33577 177 5 of of ADP bracis-33577 177 6 a a DET bracis-33577 177 7 trial trial NOUN bracis-33577 177 8 from from ADP bracis-33577 177 9 the the DET bracis-33577 177 10 physionetmi physionetmi NOUN bracis-33577 177 11 dataset dataset VERB bracis-33577 177 12 . . PUNCT bracis-33577 178 1 full full ADJ bracis-33577 178 2 size size NOUN bracis-33577 178 3 image image NOUN bracis-33577 178 4 5.2 5.2 NUM bracis-33577 178 5 parameters parameter NOUN bracis-33577 178 6 used use VERB bracis-33577 178 7 the the DET bracis-33577 178 8 computational computational ADJ bracis-33577 178 9 experiments experiment NOUN bracis-33577 178 10 were be AUX bracis-33577 178 11 performed perform VERB bracis-33577 178 12 with with ADP bracis-33577 178 13 two two NUM bracis-33577 178 14 subsets subset NOUN bracis-33577 178 15 of of ADP bracis-33577 178 16 electrode electrode NOUN bracis-33577 178 17 positions position NOUN bracis-33577 178 18 : : PUNCT bracis-33577 178 19 ( ( PUNCT bracis-33577 178 20 i i NOUN bracis-33577 178 21 ) ) PUNCT bracis-33577 178 22 3 3 NUM bracis-33577 178 23 electrodes electrode NOUN bracis-33577 178 24 : : PUNCT bracis-33577 178 25 c3 c3 NOUN bracis-33577 178 26 , , PUNCT bracis-33577 178 27 cz cz NOUN bracis-33577 178 28 , , PUNCT bracis-33577 178 29 c4 c4 NOUN bracis-33577 178 30 ; ; PUNCT bracis-33577 178 31 and and CCONJ bracis-33577 178 32 ( ( PUNCT bracis-33577 178 33 ii ii NOUN bracis-33577 178 34 ) ) PUNCT bracis-33577 178 35 8 8 NUM bracis-33577 178 36 electrodes electrode NOUN bracis-33577 178 37 : : PUNCT bracis-33577 178 38 fc3 fc3 NOUN bracis-33577 178 39 , , PUNCT bracis-33577 178 40 c3 c3 PROPN bracis-33577 178 41 , , PUNCT bracis-33577 178 42 cp3 cp3 PROPN bracis-33577 178 43 , , PUNCT bracis-33577 178 44 fcz fcz ADJ bracis-33577 178 45 , , PUNCT bracis-33577 178 46 cpz cpz NOUN bracis-33577 178 47 , , PUNCT bracis-33577 178 48 fc4 fc4 PROPN bracis-33577 178 49 , , PUNCT bracis-33577 178 50 c4 c4 NOUN bracis-33577 178 51 , , PUNCT bracis-33577 178 52 cp4 cp4 PROPN bracis-33577 178 53 . . PUNCT bracis-33577 179 1 we we PRON bracis-33577 179 2 reduced reduce VERB bracis-33577 179 3 the the DET bracis-33577 179 4 number number NOUN bracis-33577 179 5 of of ADP bracis-33577 179 6 electrodes electrode NOUN bracis-33577 179 7 in in ADP bracis-33577 179 8 those those DET bracis-33577 179 9 2 2 NUM bracis-33577 179 10 cases case NOUN bracis-33577 179 11 , , PUNCT bracis-33577 179 12 as as SCONJ bracis-33577 179 13 it it PRON bracis-33577 179 14 is be AUX bracis-33577 179 15 proven prove VERB bracis-33577 179 16 that that SCONJ bracis-33577 179 17 a a DET bracis-33577 179 18 smaller small ADJ bracis-33577 179 19 number number NOUN bracis-33577 179 20 of of ADP bracis-33577 179 21 electrodes electrode NOUN bracis-33577 179 22 makes make VERB bracis-33577 179 23 the the DET bracis-33577 179 24 treatment treatment NOUN bracis-33577 179 25 more more ADV bracis-33577 179 26 comfortable comfortable ADJ bracis-33577 179 27 for for ADP bracis-33577 179 28 the the DET bracis-33577 179 29 patient patient NOUN bracis-33577 179 30 , , PUNCT bracis-33577 179 31 faster fast ADV bracis-33577 179 32 to to PART bracis-33577 179 33 prepare prepare VERB bracis-33577 179 34 the the DET bracis-33577 179 35 treatment treatment NOUN bracis-33577 179 36 , , PUNCT bracis-33577 179 37 and and CCONJ bracis-33577 179 38 less less ADV bracis-33577 179 39 expensive expensive ADJ bracis-33577 179 40     SPACE bracis-33577 180 1 [ [ X bracis-33577 180 2 11 11 NUM bracis-33577 180 3 , , PUNCT bracis-33577 180 4 20 20 NUM bracis-33577 180 5 ] ] PUNCT bracis-33577 180 6 . . PUNCT bracis-33577 181 1 in in ADP bracis-33577 181 2 the the DET bracis-33577 181 3 future future NOUN bracis-33577 181 4 , , PUNCT bracis-33577 181 5 we we PRON bracis-33577 181 6 will will AUX bracis-33577 181 7 be be AUX bracis-33577 181 8 able able ADJ bracis-33577 181 9 to to PART bracis-33577 181 10 use use VERB bracis-33577 181 11 this this DET bracis-33577 181 12 electrode electrode NOUN bracis-33577 181 13 parameter parameter NOUN bracis-33577 181 14 to to PART bracis-33577 181 15 acquire acquire VERB bracis-33577 181 16 data datum NOUN bracis-33577 181 17 from from ADP bracis-33577 181 18 more more ADJ bracis-33577 181 19 individuals individual NOUN bracis-33577 181 20 , , PUNCT bracis-33577 181 21 without without ADP bracis-33577 181 22 losing lose VERB bracis-33577 181 23 model model NOUN bracis-33577 181 24 accuracy accuracy NOUN bracis-33577 181 25 . . PUNCT bracis-33577 182 1 the the DET bracis-33577 182 2 positions position NOUN bracis-33577 182 3 of of ADP bracis-33577 182 4 the the DET bracis-33577 182 5 electrodes electrode NOUN bracis-33577 182 6 above above ADP bracis-33577 182 7 the the DET bracis-33577 182 8 brain brain NOUN bracis-33577 182 9 motor motor NOUN bracis-33577 182 10 area area NOUN bracis-33577 182 11 are be AUX bracis-33577 182 12 : : PUNCT bracis-33577 182 13 ( ( PUNCT bracis-33577 182 14 i i NOUN bracis-33577 182 15 ) ) PUNCT bracis-33577 182 16 above above ADP bracis-33577 182 17 the the DET bracis-33577 182 18 primary primary ADJ bracis-33577 182 19 motor motor NOUN bracis-33577 182 20 area area NOUN bracis-33577 182 21 when when SCONJ bracis-33577 182 22 using use VERB bracis-33577 182 23 3 3 NUM bracis-33577 182 24 electrodes electrode NOUN bracis-33577 182 25 , , PUNCT bracis-33577 182 26 and and CCONJ bracis-33577 182 27 ( ( PUNCT bracis-33577 182 28 ii ii NOUN bracis-33577 182 29 ) ) PUNCT bracis-33577 182 30 the the DET bracis-33577 182 31 supplementary supplementary ADJ bracis-33577 182 32 motor motor NOUN bracis-33577 182 33 and and CCONJ bracis-33577 182 34 premotor premotor NOUN bracis-33577 182 35 areas area NOUN bracis-33577 182 36 in in ADP bracis-33577 182 37 addition addition NOUN bracis-33577 182 38 to to ADP bracis-33577 182 39 those those PRON bracis-33577 182 40 in in ADP bracis-33577 182 41 ( ( PUNCT bracis-33577 182 42 i i NOUN bracis-33577 182 43 ) ) PUNCT bracis-33577 182 44 when when SCONJ bracis-33577 182 45 using use VERB bracis-33577 182 46 8 8 NUM bracis-33577 182 47 electrodes electrode NOUN bracis-33577 182 48     SPACE bracis-33577 182 49 [ [ X bracis-33577 182 50 8 8 NUM bracis-33577 182 51 ] ] PUNCT bracis-33577 182 52 . . PUNCT bracis-33577 183 1 furthermore furthermore ADV bracis-33577 183 2 , , PUNCT bracis-33577 183 3 we we PRON bracis-33577 183 4 created create VERB bracis-33577 183 5 two two NUM bracis-33577 183 6 new new ADJ bracis-33577 183 7 classes class NOUN bracis-33577 183 8 : : PUNCT bracis-33577 183 9 left left ADJ bracis-33577 183 10 - - PUNCT bracis-33577 183 11 fist fist NOUN bracis-33577 183 12 and and CCONJ bracis-33577 183 13 right right ADJ bracis-33577 183 14 - - PUNCT bracis-33577 183 15 fist fist NOUN bracis-33577 183 16 , , PUNCT bracis-33577 183 17 by by ADP bracis-33577 183 18 combining combine VERB bracis-33577 183 19 the the DET bracis-33577 183 20 movement movement NOUN bracis-33577 183 21 and and CCONJ bracis-33577 183 22 motor motor NOUN bracis-33577 183 23 imagery imagery NOUN bracis-33577 183 24 of of ADP bracis-33577 183 25 each each DET bracis-33577 183 26 one one NUM bracis-33577 183 27 . . PUNCT bracis-33577 184 1 only only ADV bracis-33577 184 2 those those DET bracis-33577 184 3 2 2 NUM bracis-33577 184 4 new new ADJ bracis-33577 184 5 classes class NOUN bracis-33577 184 6 were be AUX bracis-33577 184 7 used use VERB bracis-33577 184 8 as as SCONJ bracis-33577 184 9 it it PRON bracis-33577 184 10 is be AUX bracis-33577 184 11 the the DET bracis-33577 184 12 most most ADV bracis-33577 184 13 common common ADJ bracis-33577 184 14 approach approach NOUN bracis-33577 184 15 for for ADP bracis-33577 184 16 post post ADJ bracis-33577 184 17 - - ADJ bracis-33577 184 18 stroke stroke ADJ bracis-33577 184 19 rehabilitation rehabilitation NOUN bracis-33577 184 20 bcis bcis NOUN bracis-33577 184 21     SPACE bracis-33577 185 1 [ [ X bracis-33577 185 2 20 20 NUM bracis-33577 185 3 ] ] PUNCT bracis-33577 185 4 . . PUNCT bracis-33577 186 1 all all DET bracis-33577 186 2 acquired acquire VERB bracis-33577 186 3 data datum NOUN bracis-33577 186 4 was be AUX bracis-33577 186 5 down down ADV bracis-33577 186 6 - - PUNCT bracis-33577 186 7 sampled sample VERB bracis-33577 186 8 to to ADP bracis-33577 186 9 128 128 NUM bracis-33577 186 10     SPACE bracis-33577 186 11 hz hz VERB bracis-33577 186 12 using use VERB bracis-33577 186 13 a a DET bracis-33577 186 14 cubic cubic ADJ bracis-33577 186 15 spline spline NOUN bracis-33577 186 16 . . PUNCT bracis-33577 187 1 when when SCONJ bracis-33577 187 2 analyzing analyze VERB bracis-33577 187 3 the the DET bracis-33577 187 4 dataset dataset NOUN bracis-33577 187 5 , , PUNCT bracis-33577 187 6 the the DET bracis-33577 187 7 eeg eeg NOUN bracis-33577 187 8 trials trial NOUN bracis-33577 187 9 of of ADP bracis-33577 187 10 subjects subject NOUN bracis-33577 187 11 88 88 NUM bracis-33577 187 12 , , PUNCT bracis-33577 187 13 94 94 NUM bracis-33577 187 14 , , PUNCT bracis-33577 187 15 and and CCONJ bracis-33577 187 16 101 101 NUM bracis-33577 187 17 were be AUX bracis-33577 187 18 unavailable unavailable ADJ bracis-33577 187 19 , , PUNCT bracis-33577 187 20 resulting result VERB bracis-33577 187 21 in in ADP bracis-33577 187 22 these these DET bracis-33577 187 23 subjects subject NOUN bracis-33577 187 24 being be AUX bracis-33577 187 25 removed remove VERB bracis-33577 187 26 from from ADP bracis-33577 187 27 our our PRON bracis-33577 187 28 computational computational ADJ bracis-33577 187 29 experiments experiment NOUN bracis-33577 187 30 . . PUNCT bracis-33577 188 1 considering consider VERB bracis-33577 188 2 this this PRON bracis-33577 188 3 , , PUNCT bracis-33577 188 4 the the DET bracis-33577 188 5 experiments experiment NOUN bracis-33577 188 6 were be AUX bracis-33577 188 7 performed perform VERB bracis-33577 188 8 using use VERB bracis-33577 188 9 data datum NOUN bracis-33577 188 10 from from ADP bracis-33577 188 11 the the DET bracis-33577 188 12 remaining remain VERB bracis-33577 188 13 106 106 NUM bracis-33577 188 14 subjects subject NOUN bracis-33577 188 15 . . PUNCT bracis-33577 189 1 the the DET bracis-33577 189 2 data data NOUN bracis-33577 189 3 window window NOUN bracis-33577 189 4 for for ADP bracis-33577 189 5 training training NOUN bracis-33577 189 6 started start VERB bracis-33577 189 7 0.5 0.5 NUM bracis-33577 189 8     SPACE bracis-33577 189 9 s s NOUN bracis-33577 189 10 after after ADP bracis-33577 189 11 the the DET bracis-33577 189 12 cue cue NOUN bracis-33577 189 13 and and CCONJ bracis-33577 189 14 lasted last VERB bracis-33577 189 15 for for ADP bracis-33577 189 16 2 2 NUM bracis-33577 189 17     SPACE bracis-33577 189 18 s. s. PROPN bracis-33577 189 19 the the DET bracis-33577 189 20 same same ADJ bracis-33577 189 21 window window NOUN bracis-33577 189 22 bounds bound NOUN bracis-33577 189 23 were be AUX bracis-33577 189 24 used use VERB bracis-33577 189 25 for for ADP bracis-33577 189 26 the the DET bracis-33577 189 27 testing testing NOUN bracis-33577 189 28 phase phase NOUN bracis-33577 189 29 . . PUNCT bracis-33577 190 1 we we PRON bracis-33577 190 2 created create VERB bracis-33577 190 3 11 11 NUM bracis-33577 190 4 models model NOUN bracis-33577 190 5 to to PART bracis-33577 190 6 evaluate evaluate VERB bracis-33577 190 7 our our PRON bracis-33577 190 8 proposal proposal NOUN bracis-33577 190 9 . . PUNCT bracis-33577 191 1 the the DET bracis-33577 191 2 first first ADJ bracis-33577 191 3 models model NOUN bracis-33577 191 4 serve serve VERB bracis-33577 191 5 as as ADP bracis-33577 191 6 baselines baseline NOUN bracis-33577 191 7 , , PUNCT bracis-33577 191 8 namely namely ADV bracis-33577 191 9 : : PUNCT bracis-33577 191 10 csp csp PROPN bracis-33577 191 11 , , PUNCT bracis-33577 191 12 ea ea PROPN bracis-33577 191 13 - - NOUN bracis-33577 191 14 csp csp PROPN bracis-33577 191 15 , , PUNCT bracis-33577 191 16 and and CCONJ bracis-33577 191 17 \((\cdot \((\cdot NOUN bracis-33577 191 18 ) ) PUNCT bracis-33577 191 19 \)-csp \)-csp PROPN bracis-33577 191 20 , , PUNCT bracis-33577 191 21 where where SCONJ bracis-33577 191 22 \((\cdot \((\cdot NOUN bracis-33577 191 23 ) ) PUNCT bracis-33577 191 24 \in \in PROPN bracis-33577 191 25 \ \ PROPN bracis-33577 191 26 ) ) PUNCT bracis-33577 191 27 { { PUNCT bracis-33577 191 28 fb fb INTJ bracis-33577 191 29 , , PUNCT bracis-33577 191 30 emd emd PROPN bracis-33577 191 31 , , PUNCT bracis-33577 191 32 cwt cwt PROPN bracis-33577 191 33 } } PUNCT bracis-33577 191 34 . . PUNCT bracis-33577 192 1 after after ADP bracis-33577 192 2 that that PRON bracis-33577 192 3 , , PUNCT bracis-33577 192 4 the the DET bracis-33577 192 5 models model NOUN bracis-33577 192 6 with with ADP bracis-33577 192 7 ea ea NOUN bracis-33577 192 8 applied apply VERB bracis-33577 192 9 after after SCONJ bracis-33577 192 10 the the DET bracis-33577 192 11 multi multi ADJ bracis-33577 192 12 - - ADJ bracis-33577 192 13 band band NOUN bracis-33577 192 14 have have VERB bracis-33577 192 15 the the DET bracis-33577 192 16 form form NOUN bracis-33577 192 17 \((\cdot \((\cdot NOUN bracis-33577 192 18 ) ) PUNCT bracis-33577 192 19 \)-ea \)-ea PROPN bracis-33577 192 20 - - PUNCT bracis-33577 192 21 csp csp PROPN bracis-33577 192 22 . . PUNCT bracis-33577 193 1 finally finally ADV bracis-33577 193 2 , , PUNCT bracis-33577 193 3 we we PRON bracis-33577 193 4 have have VERB bracis-33577 193 5 the the DET bracis-33577 193 6 models model NOUN bracis-33577 193 7 where where SCONJ bracis-33577 193 8 ea ea PROPN bracis-33577 193 9 is be AUX bracis-33577 193 10 applied apply VERB bracis-33577 193 11 before before ADP bracis-33577 193 12 the the DET bracis-33577 193 13 multi multi NOUN bracis-33577 193 14 - - NOUN bracis-33577 193 15 band band NOUN bracis-33577 193 16 in in ADP bracis-33577 193 17 the the DET bracis-33577 193 18 form form NOUN bracis-33577 193 19 ea-\((\cdot ea-\((\cdot NOUN bracis-33577 193 20 ) ) PUNCT bracis-33577 193 21 \)-csp \)-csp SYM bracis-33577 193 22 . . PUNCT bracis-33577 194 1 we we PRON bracis-33577 194 2 performed perform VERB bracis-33577 194 3 preliminary preliminary ADJ bracis-33577 194 4 experiments experiment NOUN bracis-33577 194 5 , , PUNCT bracis-33577 194 6 and and CCONJ bracis-33577 194 7 after after ADP bracis-33577 194 8 that that PRON bracis-33577 194 9 , , PUNCT bracis-33577 194 10 we we PRON bracis-33577 194 11 set set VERB bracis-33577 194 12 the the DET bracis-33577 194 13 hyperparameters hyperparameter NOUN bracis-33577 194 14 of of ADP bracis-33577 194 15 the the DET bracis-33577 194 16 models model NOUN bracis-33577 194 17 as as SCONJ bracis-33577 194 18 : : PUNCT bracis-33577 194 19 the the DET bracis-33577 194 20 bandpass bandpass NOUN bracis-33577 194 21 was be AUX bracis-33577 194 22 implemented implement VERB bracis-33577 194 23 using use VERB bracis-33577 194 24 the the DET bracis-33577 194 25 fast fast ADJ bracis-33577 194 26 fourier fourier NOUN bracis-33577 194 27 transform transform NOUN bracis-33577 194 28     SPACE bracis-33577 194 29 ( ( PUNCT bracis-33577 194 30 fft fft PROPN bracis-33577 194 31 ) ) PUNCT bracis-33577 194 32 , , PUNCT bracis-33577 194 33 between between ADP bracis-33577 194 34 4 4 NUM bracis-33577 194 35 and and CCONJ bracis-33577 194 36 40 40 NUM bracis-33577 194 37     SPACE bracis-33577 194 38 hz hz VERB bracis-33577 194 39 . . PROPN bracis-33577 195 1 for for ADP bracis-33577 195 2 csp csp PROPN bracis-33577 195 3 , , PUNCT bracis-33577 195 4 we we PRON bracis-33577 195 5 used use VERB bracis-33577 195 6 \(m=4\ \(m=4\ NOUN bracis-33577 195 7 ) ) PUNCT bracis-33577 195 8 . . PUNCT bracis-33577 196 1 the the DET bracis-33577 196 2 filter filter NOUN bracis-33577 196 3 bank bank NOUN bracis-33577 196 4 used use VERB bracis-33577 196 5 nine nine NUM bracis-33577 196 6 bandpass bandpass NOUN bracis-33577 196 7 filters filter NOUN bracis-33577 196 8 : : PUNCT bracis-33577 196 9 ( ( PUNCT bracis-33577 196 10 4 4 NUM bracis-33577 196 11 , , PUNCT bracis-33577 196 12 8) 8) NUM bracis-33577 196 13 , , PUNCT bracis-33577 196 14 ( ( PUNCT bracis-33577 196 15 8 8 NUM bracis-33577 196 16 , , PUNCT bracis-33577 196 17 12 12 NUM bracis-33577 196 18 ) ) PUNCT bracis-33577 196 19 , , PUNCT bracis-33577 196 20 ( ( PUNCT bracis-33577 196 21 12 12 NUM bracis-33577 196 22 , , PUNCT bracis-33577 196 23 16 16 NUM bracis-33577 196 24 ) ) PUNCT bracis-33577 196 25 , , PUNCT bracis-33577 196 26 ( ( PUNCT bracis-33577 196 27 16 16 NUM bracis-33577 196 28 , , PUNCT bracis-33577 196 29 20 20 NUM bracis-33577 196 30 ) ) PUNCT bracis-33577 196 31 , , PUNCT bracis-33577 196 32 ( ( PUNCT bracis-33577 196 33 20 20 NUM bracis-33577 196 34 , , PUNCT bracis-33577 196 35 24 24 NUM bracis-33577 196 36 ) ) PUNCT bracis-33577 196 37 , , PUNCT bracis-33577 196 38 ( ( PUNCT bracis-33577 196 39 24 24 NUM bracis-33577 196 40 , , PUNCT bracis-33577 196 41 28 28 NUM bracis-33577 196 42 ) ) PUNCT bracis-33577 196 43 , , PUNCT bracis-33577 196 44 ( ( PUNCT bracis-33577 196 45 28 28 NUM bracis-33577 196 46 , , PUNCT bracis-33577 196 47 32 32 NUM bracis-33577 196 48 ) ) PUNCT bracis-33577 196 49 , , PUNCT bracis-33577 196 50 ( ( PUNCT bracis-33577 196 51 32 32 NUM bracis-33577 196 52 , , PUNCT bracis-33577 196 53 36 36 NUM bracis-33577 196 54 ) ) PUNCT bracis-33577 196 55 , , PUNCT bracis-33577 196 56 ( ( PUNCT bracis-33577 196 57 36 36 NUM bracis-33577 196 58 , , PUNCT bracis-33577 196 59 40 40 NUM bracis-33577 196 60 ) ) PUNCT bracis-33577 196 61 . . PUNCT bracis-33577 197 1 emd emd PROPN bracis-33577 197 2 used use VERB bracis-33577 197 3 the the DET bracis-33577 197 4 smallest small ADJ bracis-33577 197 5 amount amount NOUN bracis-33577 197 6 of of ADP bracis-33577 197 7 imf imf PROPN bracis-33577 197 8 less less ADJ bracis-33577 197 9 1 1 NUM bracis-33577 197 10 , , PUNCT bracis-33577 197 11 with with ADP bracis-33577 197 12 nine nine NUM bracis-33577 197 13 being be AUX bracis-33577 197 14 the the DET bracis-33577 197 15 maximum maximum ADJ bracis-33577 197 16 limit limit NOUN bracis-33577 197 17 of of ADP bracis-33577 197 18 this this DET bracis-33577 197 19 value value NOUN bracis-33577 197 20 , , PUNCT bracis-33577 197 21 and and CCONJ bracis-33577 197 22 cwt cwt NOUN bracis-33577 197 23 was be AUX bracis-33577 197 24 implemented implement VERB bracis-33577 197 25 with with ADP bracis-33577 197 26 five five NUM bracis-33577 197 27 levels level NOUN bracis-33577 197 28 . . PUNCT bracis-33577 198 1 for for ADP bracis-33577 198 2 each each DET bracis-33577 198 3 target target NOUN bracis-33577 198 4 subject subject NOUN bracis-33577 198 5 , , PUNCT bracis-33577 198 6 the the DET bracis-33577 198 7 source source NOUN bracis-33577 198 8 data datum NOUN bracis-33577 198 9 for for ADP bracis-33577 198 10 ea ea NOUN bracis-33577 198 11 had have VERB bracis-33577 198 12 all all DET bracis-33577 198 13 other other ADJ bracis-33577 198 14 subjects subject NOUN bracis-33577 198 15 except except SCONJ bracis-33577 198 16 the the DET bracis-33577 198 17 target target NOUN bracis-33577 198 18 , , PUNCT bracis-33577 198 19 and and CCONJ bracis-33577 198 20 the the DET bracis-33577 198 21 solver solver NOUN bracis-33577 198 22 for for ADP bracis-33577 198 23 lda lda PROPN bracis-33577 198 24 was be AUX bracis-33577 198 25 svd svd PROPN bracis-33577 198 26 . . PUNCT bracis-33577 199 1 5.3 5.3 NUM bracis-33577 199 2 results result NOUN bracis-33577 199 3 using use VERB bracis-33577 199 4 3 3 NUM bracis-33577 199 5 electrodes electrode NOUN bracis-33577 199 6 the the DET bracis-33577 199 7 experiments experiment NOUN bracis-33577 199 8 were be AUX bracis-33577 199 9 performed perform VERB bracis-33577 199 10 with with ADP bracis-33577 199 11 the the DET bracis-33577 199 12 settings setting NOUN bracis-33577 199 13 presented present VERB bracis-33577 199 14 in in ADP bracis-33577 199 15 session session NOUN bracis-33577 199 16     SPACE bracis-33577 199 17 5.2 5.2 NUM bracis-33577 199 18 . . PUNCT bracis-33577 200 1 table table NOUN bracis-33577 200 2     SPACE bracis-33577 200 3 1 1 NUM bracis-33577 200 4 presents present VERB bracis-33577 200 5 the the DET bracis-33577 200 6 results result NOUN bracis-33577 200 7 for for ADP bracis-33577 200 8 the the DET bracis-33577 200 9 three three NUM bracis-33577 200 10 - - PUNCT bracis-33577 200 11 electrode electrode NOUN bracis-33577 200 12 case case NOUN bracis-33577 200 13 , , PUNCT bracis-33577 200 14 where where SCONJ bracis-33577 200 15 the the DET bracis-33577 200 16 accuracy accuracy NOUN bracis-33577 200 17 for for ADP bracis-33577 200 18 ea ea NOUN bracis-33577 200 19 - - NOUN bracis-33577 200 20 csp csp PROPN bracis-33577 200 21 and and CCONJ bracis-33577 200 22 mb mb PROPN bracis-33577 200 23 - - PUNCT bracis-33577 200 24 csp csp PROPN bracis-33577 200 25 was be AUX bracis-33577 200 26 worse bad ADJ bracis-33577 200 27 than than ADP bracis-33577 200 28 ea ea NOUN bracis-33577 200 29 - - PUNCT bracis-33577 200 30 mb mb NOUN bracis-33577 200 31 - - PUNCT bracis-33577 200 32 csp csp PROPN bracis-33577 200 33 and and CCONJ bracis-33577 200 34 mb mb PROPN bracis-33577 200 35 - - PUNCT bracis-33577 200 36 ea ea NOUN bracis-33577 200 37 - - NOUN bracis-33577 200 38 csp csp PROPN bracis-33577 200 39 for for ADP bracis-33577 200 40 all all DET bracis-33577 200 41 mb mb ADP bracis-33577 200 42 methods method NOUN bracis-33577 200 43 . . PUNCT bracis-33577 201 1 filter filter NOUN bracis-33577 201 2 bank bank PROPN bracis-33577 201 3 was be AUX bracis-33577 201 4 the the DET bracis-33577 201 5 best good ADJ bracis-33577 201 6 temporal temporal ADJ bracis-33577 201 7 filter filter NOUN bracis-33577 201 8 method method NOUN bracis-33577 201 9 regardless regardless ADV bracis-33577 201 10 of of ADP bracis-33577 201 11 the the DET bracis-33577 201 12 use use NOUN bracis-33577 201 13 of of ADP bracis-33577 201 14 ea ea NUM bracis-33577 201 15 . . PUNCT bracis-33577 202 1 ea ea X bracis-33577 202 2 - - PUNCT bracis-33577 202 3 fb fb INTJ bracis-33577 202 4 - - PUNCT bracis-33577 202 5 csp csp PROPN bracis-33577 202 6 outperformed outperform VERB bracis-33577 202 7 the the DET bracis-33577 202 8 remaining remain VERB bracis-33577 202 9 approaches approach NOUN bracis-33577 202 10 . . PUNCT bracis-33577 203 1 the the DET bracis-33577 203 2 statistical statistical ADJ bracis-33577 203 3 analysis analysis NOUN bracis-33577 203 4 presented present VERB bracis-33577 203 5 a a DET bracis-33577 203 6 significant significant ADJ bracis-33577 203 7 difference difference NOUN bracis-33577 203 8 p p NOUN bracis-33577 203 9 - - PUNCT bracis-33577 203 10 value value NOUN bracis-33577 203 11 \(<0.001\ \(<0.001\ NOUN bracis-33577 203 12 ) ) PUNCT bracis-33577 203 13 for for ADP bracis-33577 203 14 all all DET bracis-33577 203 15 methods method NOUN bracis-33577 203 16 when when SCONJ bracis-33577 203 17 compared compare VERB bracis-33577 203 18 to to ADP bracis-33577 203 19 ea ea NOUN bracis-33577 203 20 - - PUNCT bracis-33577 203 21 fb fb INTJ bracis-33577 203 22 - - PUNCT bracis-33577 203 23 csp csp PROPN bracis-33577 203 24 . . PUNCT bracis-33577 204 1 furthermore furthermore ADV bracis-33577 204 2 , , PUNCT bracis-33577 204 3 fb fb ADJ bracis-33577 204 4 - - PUNCT bracis-33577 204 5 ea ea NOUN bracis-33577 204 6 - - NOUN bracis-33577 204 7 csp csp PROPN bracis-33577 204 8 was be AUX bracis-33577 204 9 the the DET bracis-33577 204 10 second second ADV bracis-33577 204 11 - - PUNCT bracis-33577 204 12 best good ADJ bracis-33577 204 13 model model NOUN bracis-33577 204 14 , , PUNCT bracis-33577 204 15 with with ADP bracis-33577 204 16 a a DET bracis-33577 204 17 statistical statistical ADJ bracis-33577 204 18 difference difference NOUN bracis-33577 204 19 concerning concern VERB bracis-33577 204 20 the the DET bracis-33577 204 21 remaining remain VERB bracis-33577 204 22 models model NOUN bracis-33577 204 23 . . PUNCT bracis-33577 205 1 these these DET bracis-33577 205 2 results result NOUN bracis-33577 205 3 pointed point VERB bracis-33577 205 4 out out ADP bracis-33577 205 5 that that SCONJ bracis-33577 205 6 filter filter NOUN bracis-33577 205 7 bank bank NOUN bracis-33577 205 8 is be AUX bracis-33577 205 9 the the DET bracis-33577 205 10 best good ADJ bracis-33577 205 11 temporal temporal ADJ bracis-33577 205 12 filtering filtering NOUN bracis-33577 205 13 evaluated evaluate VERB bracis-33577 205 14 here here ADV bracis-33577 205 15 to to PART bracis-33577 205 16 be be AUX bracis-33577 205 17 used use VERB bracis-33577 205 18 with with ADP bracis-33577 205 19 ea ea NOUN bracis-33577 205 20 , , PUNCT bracis-33577 205 21 regardless regardless ADV bracis-33577 205 22 the the DET bracis-33577 205 23 order order NOUN bracis-33577 205 24 of of ADP bracis-33577 205 25 its its PRON bracis-33577 205 26 application application NOUN bracis-33577 205 27 in in ADP bracis-33577 205 28 the the DET bracis-33577 205 29 bci bci PROPN bracis-33577 205 30 pipeline pipeline NOUN bracis-33577 205 31 . . PUNCT bracis-33577 206 1 it it PRON bracis-33577 206 2 is be AUX bracis-33577 206 3 also also ADV bracis-33577 206 4 possible possible ADJ bracis-33577 206 5 to to PART bracis-33577 206 6 note note VERB bracis-33577 206 7 that that PRON bracis-33577 206 8 ea ea NOUN bracis-33577 206 9 before before SCONJ bracis-33577 206 10 multi multi ADJ bracis-33577 206 11 - - ADJ bracis-33577 206 12 band band NOUN bracis-33577 206 13 reached reach VERB bracis-33577 206 14 better well ADJ bracis-33577 206 15 results result NOUN bracis-33577 206 16 in in ADP bracis-33577 206 17 all all DET bracis-33577 206 18 tested test VERB bracis-33577 206 19 cases case NOUN bracis-33577 206 20 . . PUNCT bracis-33577 207 1 table table NOUN bracis-33577 207 2 1 1 NUM bracis-33577 207 3 . . PUNCT bracis-33577 207 4 accuracy accuracy NOUN bracis-33577 207 5 for for ADP bracis-33577 207 6 the the DET bracis-33577 207 7 scenario scenario NOUN bracis-33577 207 8 with with ADP bracis-33577 207 9 3 3 NUM bracis-33577 207 10 electrodes.full electrodes.full NUM bracis-33577 207 11 size size NOUN bracis-33577 207 12 table table NOUN bracis-33577 207 13 5.4 5.4 NUM bracis-33577 207 14 results result NOUN bracis-33577 207 15 using use VERB bracis-33577 207 16 8 8 NUM bracis-33577 207 17 electrodes electrode NOUN bracis-33577 207 18 for for ADP bracis-33577 207 19 the the DET bracis-33577 207 20 8 8 NUM bracis-33577 207 21 electrodes electrode NOUN bracis-33577 207 22 case case NOUN bracis-33577 207 23 , , PUNCT bracis-33577 207 24 and and CCONJ bracis-33577 207 25 their their PRON bracis-33577 207 26 results result NOUN bracis-33577 207 27 are be AUX bracis-33577 207 28 presented present VERB bracis-33577 207 29 in in ADP bracis-33577 207 30 table table NOUN bracis-33577 207 31     SPACE bracis-33577 207 32 2 2 NUM bracis-33577 207 33 . . PUNCT bracis-33577 208 1 the the DET bracis-33577 208 2 results result NOUN bracis-33577 208 3 are be AUX bracis-33577 208 4 similar similar ADJ bracis-33577 208 5 to to ADP bracis-33577 208 6 those those PRON bracis-33577 208 7 observed observe VERB bracis-33577 208 8 in in ADP bracis-33577 208 9 the the DET bracis-33577 208 10 3 3 NUM bracis-33577 208 11 electrodes electrode NOUN bracis-33577 208 12 case case NOUN bracis-33577 208 13 . . PUNCT bracis-33577 209 1 ea ea X bracis-33577 209 2 - - PUNCT bracis-33577 209 3 fb fb INTJ bracis-33577 209 4 - - PUNCT bracis-33577 209 5 csp csp PROPN bracis-33577 209 6 outperformed outperform VERB bracis-33577 209 7 the the DET bracis-33577 209 8 remaining remain VERB bracis-33577 209 9 approaches approach NOUN bracis-33577 209 10 . . PUNCT bracis-33577 210 1 the the DET bracis-33577 210 2 use use NOUN bracis-33577 210 3 of of ADP bracis-33577 210 4 ea ea NOUN bracis-33577 210 5 before before ADP bracis-33577 210 6 multi multi ADJ bracis-33577 210 7 - - ADJ bracis-33577 210 8 band band NOUN bracis-33577 210 9 performed perform VERB bracis-33577 210 10 better well ADV bracis-33577 210 11 than than ADP bracis-33577 210 12 that that PRON bracis-33577 210 13 applying apply VERB bracis-33577 210 14 ea ea NOUN bracis-33577 210 15 after after ADP bracis-33577 210 16 it it PRON bracis-33577 210 17 , , PUNCT bracis-33577 210 18 and and CCONJ bracis-33577 210 19 filter filter NOUN bracis-33577 210 20 bank bank NOUN bracis-33577 210 21 is be AUX bracis-33577 210 22 the the DET bracis-33577 210 23 temporal temporal ADJ bracis-33577 210 24 filter filter NOUN bracis-33577 210 25 model model NOUN bracis-33577 210 26 with with ADP bracis-33577 210 27 the the DET bracis-33577 210 28 best good ADJ bracis-33577 210 29 result result NOUN bracis-33577 210 30 . . PUNCT bracis-33577 211 1 such such ADJ bracis-33577 211 2 as as ADP bracis-33577 211 3 in in ADP bracis-33577 211 4 the the DET bracis-33577 211 5 3 3 NUM bracis-33577 211 6 - - PUNCT bracis-33577 211 7 electrode electrode NOUN bracis-33577 211 8 case case NOUN bracis-33577 211 9 , , PUNCT bracis-33577 211 10 the the DET bracis-33577 211 11 p p NOUN bracis-33577 211 12 - - PUNCT bracis-33577 211 13 value value NOUN bracis-33577 211 14 for for ADP bracis-33577 211 15 all all DET bracis-33577 211 16 methods method NOUN bracis-33577 211 17 compared compare VERB bracis-33577 211 18 to to ADP bracis-33577 211 19 ea ea NOUN bracis-33577 211 20 - - PUNCT bracis-33577 211 21 fb fb INTJ bracis-33577 211 22 - - PUNCT bracis-33577 211 23 csp csp PROPN bracis-33577 211 24 was be AUX bracis-33577 211 25 lower low ADJ bracis-33577 211 26 than than ADP bracis-33577 211 27 0.001 0.001 NUM bracis-33577 211 28 . . PUNCT bracis-33577 212 1 when when SCONJ bracis-33577 212 2 comparing compare VERB bracis-33577 212 3 both both DET bracis-33577 212 4 electrode electrode NOUN bracis-33577 212 5 settings setting NOUN bracis-33577 212 6 , , PUNCT bracis-33577 212 7 3 3 NUM bracis-33577 212 8 electrodes electrode NOUN bracis-33577 212 9 reached reach VERB bracis-33577 212 10 better well ADJ bracis-33577 212 11 results result NOUN bracis-33577 212 12 than than SCONJ bracis-33577 212 13 8 8 NUM bracis-33577 212 14 electrodes electrode NOUN bracis-33577 212 15 for for ADP bracis-33577 212 16 all all DET bracis-33577 212 17 cases case NOUN bracis-33577 212 18 . . PUNCT bracis-33577 213 1 that that DET bracis-33577 213 2 difference difference NOUN bracis-33577 213 3 between between ADP bracis-33577 213 4 3 3 NUM bracis-33577 213 5 and and CCONJ bracis-33577 213 6 8 8 NUM bracis-33577 213 7 electrodes electrode NOUN bracis-33577 213 8 was be AUX bracis-33577 213 9 statistically statistically ADV bracis-33577 213 10 significant significant ADJ bracis-33577 213 11 for for ADP bracis-33577 213 12 all all DET bracis-33577 213 13 models model NOUN bracis-33577 213 14 . . PUNCT bracis-33577 214 1 in in ADP bracis-33577 214 2 the the DET bracis-33577 214 3 same same ADJ bracis-33577 214 4 way way NOUN bracis-33577 214 5 as as ADP bracis-33577 214 6 the the DET bracis-33577 214 7 3 3 NUM bracis-33577 214 8 - - PUNCT bracis-33577 214 9 electrode electrode NOUN bracis-33577 214 10 case case NOUN bracis-33577 214 11 , , PUNCT bracis-33577 214 12 the the DET bracis-33577 214 13 ea ea NOUN bracis-33577 214 14 - - PUNCT bracis-33577 214 15 mb mb ADJ bracis-33577 214 16 - - PUNCT bracis-33577 214 17 csp csp PROPN bracis-33577 214 18 pipeline pipeline NOUN bracis-33577 214 19 was be AUX bracis-33577 214 20 more more ADV bracis-33577 214 21 robust robust ADJ bracis-33577 214 22 than than ADP bracis-33577 214 23 the the DET bracis-33577 214 24 other other ADJ bracis-33577 214 25 two two NUM bracis-33577 214 26 pipeline pipeline NOUN bracis-33577 214 27 models model NOUN bracis-33577 214 28 . . PUNCT bracis-33577 215 1 the the DET bracis-33577 215 2 results result NOUN bracis-33577 215 3 pointed point VERB bracis-33577 215 4 out out ADP bracis-33577 215 5 that that SCONJ bracis-33577 215 6 ea ea PROPN bracis-33577 215 7 as as ADP bracis-33577 215 8 the the DET bracis-33577 215 9 first first ADJ bracis-33577 215 10 step step NOUN bracis-33577 215 11 of of ADP bracis-33577 215 12 the the DET bracis-33577 215 13 bci bci PROPN bracis-33577 215 14 pipeline pipeline NOUN bracis-33577 215 15 makes make VERB bracis-33577 215 16 the the DET bracis-33577 215 17 model model NOUN bracis-33577 215 18 more more ADV bracis-33577 215 19 robust robust ADJ bracis-33577 215 20 between between ADP bracis-33577 215 21 subjects subject NOUN bracis-33577 215 22 . . PUNCT bracis-33577 216 1 table table NOUN bracis-33577 216 2 2 2 NUM bracis-33577 216 3 . . PUNCT bracis-33577 216 4 accuracy accuracy NOUN bracis-33577 216 5 for for ADP bracis-33577 216 6 the the DET bracis-33577 216 7 scenario scenario NOUN bracis-33577 216 8 with with ADP bracis-33577 216 9 8 8 NUM bracis-33577 216 10 electrodes.full electrodes.full NUM bracis-33577 216 11 size size NOUN bracis-33577 216 12 table table NOUN bracis-33577 216 13 5.5 5.5 NUM bracis-33577 216 14 performance performance NOUN bracis-33577 216 15 profile profile NOUN bracis-33577 216 16 analysis analysis NOUN bracis-33577 216 17 fig fig NOUN bracis-33577 216 18 . . PUNCT bracis-33577 217 1 6 6 NUM bracis-33577 217 2 . . X bracis-33577 217 3 performance performance NOUN bracis-33577 217 4 profiles profile NOUN bracis-33577 217 5 of of ADP bracis-33577 217 6 the the DET bracis-33577 217 7 results result NOUN bracis-33577 217 8 . . PUNCT bracis-33577 218 1 each each DET bracis-33577 218 2 problem problem NOUN bracis-33577 218 3 is be AUX bracis-33577 218 4 a a DET bracis-33577 218 5 combination combination NOUN bracis-33577 218 6 of of ADP bracis-33577 218 7 subject subject NOUN bracis-33577 218 8 and and CCONJ bracis-33577 218 9 number number NOUN bracis-33577 218 10 of of ADP bracis-33577 218 11 electrodes electrode NOUN bracis-33577 218 12 . . PUNCT bracis-33577 219 1 full full ADJ bracis-33577 219 2 size size NOUN bracis-33577 219 3 image image NOUN bracis-33577 219 4 the the DET bracis-33577 219 5 performance performance NOUN bracis-33577 219 6 profiles profile NOUN bracis-33577 219 7     SPACE bracis-33577 219 8 ( ( PUNCT bracis-33577 219 9 pps pps PROPN bracis-33577 219 10 ) ) PUNCT bracis-33577 219 11 were be AUX bracis-33577 219 12 used use VERB bracis-33577 219 13 to to PART bracis-33577 219 14 conduct conduct VERB bracis-33577 219 15 an an DET bracis-33577 219 16 overall overall ADJ bracis-33577 219 17 analysis analysis NOUN bracis-33577 219 18 concerning concern VERB bracis-33577 219 19 the the DET bracis-33577 219 20 accuracy accuracy NOUN bracis-33577 219 21 value value NOUN bracis-33577 219 22     SPACE bracis-33577 220 1 [ [ X bracis-33577 220 2 20 20 NUM bracis-33577 220 3 ] ] PUNCT bracis-33577 220 4 , , PUNCT bracis-33577 220 5 where where SCONJ bracis-33577 220 6 each each DET bracis-33577 220 7 pair pair NOUN bracis-33577 220 8 ( ( PUNCT bracis-33577 220 9 subject subject ADJ bracis-33577 220 10 , , PUNCT bracis-33577 220 11 electrode electrode NOUN bracis-33577 220 12 case case NOUN bracis-33577 220 13 ) ) PUNCT bracis-33577 220 14 is be AUX bracis-33577 220 15 a a DET bracis-33577 220 16 problem problem NOUN bracis-33577 220 17 . . PUNCT bracis-33577 221 1 pps pps NOUN bracis-33577 221 2 present present ADJ bracis-33577 221 3 how how SCONJ bracis-33577 221 4 many many ADJ bracis-33577 221 5 problems problem NOUN bracis-33577 221 6 were be AUX bracis-33577 221 7 solved solve VERB bracis-33577 221 8 with with ADP bracis-33577 221 9 less less ADJ bracis-33577 221 10 than than ADP bracis-33577 221 11 \(\tau \(\tau ADV bracis-33577 221 12 \ \ NUM bracis-33577 221 13 ) ) PUNCT bracis-33577 222 1 times time NOUN bracis-33577 222 2 the the DET bracis-33577 222 3 best good ADJ bracis-33577 222 4 value value NOUN bracis-33577 222 5 for for ADP bracis-33577 222 6 each each DET bracis-33577 222 7 problem problem NOUN bracis-33577 222 8 . . PUNCT bracis-33577 223 1 figure figure NOUN bracis-33577 223 2     SPACE bracis-33577 223 3 6 6 NUM bracis-33577 223 4 contains contain VERB bracis-33577 223 5 pps pps NOUN bracis-33577 223 6 regarding regard VERB bracis-33577 223 7 the the DET bracis-33577 223 8 results result NOUN bracis-33577 223 9 of of ADP bracis-33577 223 10 the the DET bracis-33577 223 11 11 11 NUM bracis-33577 223 12 methods method NOUN bracis-33577 223 13 evaluated evaluate VERB bracis-33577 223 14 in in ADP bracis-33577 223 15 this this DET bracis-33577 223 16 work work NOUN bracis-33577 223 17 . . PUNCT bracis-33577 224 1 the the DET bracis-33577 224 2 following follow VERB bracis-33577 224 3 conclusions conclusion NOUN bracis-33577 224 4 can can AUX bracis-33577 224 5 be be AUX bracis-33577 224 6 highlighted highlight VERB bracis-33577 224 7 : : PUNCT bracis-33577 224 8 ( ( PUNCT bracis-33577 224 9 i i NOUN bracis-33577 224 10 ) ) PUNCT bracis-33577 224 11     SPACE bracis-33577 224 12 ea ea NOUN bracis-33577 224 13 - - PUNCT bracis-33577 224 14 fb fb INTJ bracis-33577 224 15 - - PUNCT bracis-33577 224 16 csp csp PROPN bracis-33577 224 17 was be AUX bracis-33577 224 18 the the DET bracis-33577 224 19 model model NOUN bracis-33577 224 20 with with ADP bracis-33577 224 21 the the DET bracis-33577 224 22 best good ADJ bracis-33577 224 23 result result NOUN bracis-33577 224 24 for for ADP bracis-33577 224 25 most most ADJ bracis-33577 224 26 subjects subject NOUN bracis-33577 224 27 , , PUNCT bracis-33577 224 28 since since SCONJ bracis-33577 224 29 it it PRON bracis-33577 224 30 had have VERB bracis-33577 224 31 the the DET bracis-33577 224 32 largest large ADJ bracis-33577 224 33 value value NOUN bracis-33577 224 34 for for ADP bracis-33577 224 35 \(\tau \(\tau PROPN bracis-33577 225 1 = = SYM bracis-33577 225 2 1\ 1\ NUM bracis-33577 225 3 ) ) PUNCT bracis-33577 225 4 ( ( PUNCT bracis-33577 225 5 about about ADV bracis-33577 225 6 90 90 NUM bracis-33577 225 7 % % NOUN bracis-33577 225 8 of of ADP bracis-33577 225 9 the the DET bracis-33577 225 10 212 212 NUM bracis-33577 225 11 problems problem NOUN bracis-33577 225 12 ) ) PUNCT bracis-33577 225 13 . . PUNCT bracis-33577 226 1 ( ( PUNCT bracis-33577 226 2 ii ii NOUN bracis-33577 226 3 ) ) PUNCT bracis-33577 226 4     SPACE bracis-33577 226 5 ea ea NOUN bracis-33577 226 6 - - PUNCT bracis-33577 226 7 fb fb INTJ bracis-33577 226 8 - - PUNCT bracis-33577 226 9 csp csp PROPN bracis-33577 226 10 obtained obtain VERB bracis-33577 226 11 the the DET bracis-33577 226 12 best good ADJ bracis-33577 226 13 overall overall ADJ bracis-33577 226 14 performance performance NOUN bracis-33577 226 15 in in ADP bracis-33577 226 16 the the DET bracis-33577 226 17 average average ADJ bracis-33577 226 18 case case NOUN bracis-33577 226 19 , , PUNCT bracis-33577 226 20 as as SCONJ bracis-33577 226 21 this this DET bracis-33577 226 22 approach approach NOUN bracis-33577 226 23 achieved achieve VERB bracis-33577 226 24 the the DET bracis-33577 226 25 biggest big ADJ bracis-33577 226 26 area area NOUN bracis-33577 226 27 under under ADP bracis-33577 226 28 the the DET bracis-33577 226 29 pp pp PROPN bracis-33577 226 30 curve curve NOUN bracis-33577 226 31 ; ; PUNCT bracis-33577 226 32 and and CCONJ bracis-33577 226 33 ( ( PUNCT bracis-33577 226 34 iii iii NOUN bracis-33577 226 35 ) ) PUNCT bracis-33577 226 36     SPACE bracis-33577 226 37 ea ea NOUN bracis-33577 226 38 - - PUNCT bracis-33577 226 39 fb fb INTJ bracis-33577 226 40 - - PUNCT bracis-33577 226 41 csp csp PROPN bracis-33577 226 42 is be AUX bracis-33577 226 43 the the DET bracis-33577 226 44 most most ADV bracis-33577 226 45 robust robust ADJ bracis-33577 226 46 method method NOUN bracis-33577 226 47 , , PUNCT bracis-33577 226 48 with with ADP bracis-33577 226 49 at at ADP bracis-33577 226 50 more more ADJ bracis-33577 226 51 than than ADP bracis-33577 226 52 10 10 NUM bracis-33577 226 53 % % NOUN bracis-33577 226 54 worse bad ADJ bracis-33577 226 55 than than ADP bracis-33577 226 56 the the DET bracis-33577 226 57 best good ADJ bracis-33577 226 58 case case NOUN bracis-33577 226 59 . . PUNCT bracis-33577 227 1 other other ADJ bracis-33577 227 2 results result NOUN bracis-33577 227 3 in in ADP bracis-33577 227 4 pps pps NOUN bracis-33577 227 5 are be AUX bracis-33577 227 6 : : PUNCT bracis-33577 227 7 ( ( PUNCT bracis-33577 227 8 i i NOUN bracis-33577 227 9 ) ) PUNCT bracis-33577 227 10     SPACE bracis-33577 227 11 fb fb PROPN bracis-33577 227 12 - - PUNCT bracis-33577 227 13 ea ea NOUN bracis-33577 227 14 - - NOUN bracis-33577 227 15 csp csp PROPN bracis-33577 227 16 was be AUX bracis-33577 227 17 the the DET bracis-33577 227 18 second second ADJ bracis-33577 227 19 method method NOUN bracis-33577 227 20 for for ADP bracis-33577 227 21 the the DET bracis-33577 227 22 average average ADJ bracis-33577 227 23 result result NOUN bracis-33577 227 24 but but CCONJ bracis-33577 227 25 the the DET bracis-33577 227 26 4 4 NUM bracis-33577 227 27 - - PUNCT bracis-33577 227 28 th th X bracis-33577 227 29 most most ADV bracis-33577 227 30 robust robust ADJ bracis-33577 227 31 method method NOUN bracis-33577 227 32 ; ; PUNCT bracis-33577 227 33 ( ( PUNCT bracis-33577 227 34 ii ii NOUN bracis-33577 227 35 ) ) PUNCT bracis-33577 227 36     SPACE bracis-33577 227 37 the the DET bracis-33577 227 38 three three NUM bracis-33577 227 39 most most ADV bracis-33577 227 40 robust robust ADJ bracis-33577 227 41 cases case NOUN bracis-33577 227 42 used use VERB bracis-33577 227 43 ea ea NOUN bracis-33577 227 44 before before ADP bracis-33577 227 45 the the DET bracis-33577 227 46 multi multi NOUN bracis-33577 227 47 - - NOUN bracis-33577 227 48 band band ADJ bracis-33577 227 49 ; ; PUNCT bracis-33577 227 50 and and CCONJ bracis-33577 227 51 ( ( PUNCT bracis-33577 227 52 iii iii NOUN bracis-33577 227 53 ) ) PUNCT bracis-33577 227 54     SPACE bracis-33577 227 55 ea ea PROPN bracis-33577 227 56 - - PUNCT bracis-33577 227 57 csp csp PROPN bracis-33577 227 58 was be AUX bracis-33577 227 59 better well ADJ bracis-33577 227 60 and and CCONJ bracis-33577 227 61 more more ADV bracis-33577 227 62 robust robust ADJ bracis-33577 227 63 than than ADP bracis-33577 227 64 all all DET bracis-33577 227 65 cases case NOUN bracis-33577 227 66 which which PRON bracis-33577 227 67 did do AUX bracis-33577 227 68 not not PART bracis-33577 227 69 use use VERB bracis-33577 227 70 ea ea NUM bracis-33577 227 71 . . PROPN bracis-33577 227 72 6 6 NUM bracis-33577 227 73 discussion discussion NOUN bracis-33577 227 74 all all DET bracis-33577 227 75 models model NOUN bracis-33577 227 76 in in ADP bracis-33577 227 77 the the DET bracis-33577 227 78 3 3 NUM bracis-33577 227 79 - - PUNCT bracis-33577 227 80 electrode electrode NOUN bracis-33577 227 81 case case NOUN bracis-33577 227 82 obtained obtain VERB bracis-33577 227 83 better well ADJ bracis-33577 227 84 results result NOUN bracis-33577 227 85 than than ADP bracis-33577 227 86 their their PRON bracis-33577 227 87 counterparts counterpart NOUN bracis-33577 227 88 in in ADP bracis-33577 227 89 the the DET bracis-33577 227 90 8 8 NUM bracis-33577 227 91 - - PUNCT bracis-33577 227 92 electrode electrode NOUN bracis-33577 227 93 case case NOUN bracis-33577 227 94 . . PUNCT bracis-33577 228 1 one one PRON bracis-33577 228 2 can can AUX bracis-33577 228 3 observe observe VERB bracis-33577 228 4 that that SCONJ bracis-33577 228 5 the the DET bracis-33577 228 6 amount amount NOUN bracis-33577 228 7 of of ADP bracis-33577 228 8 electrode electrode NOUN bracis-33577 228 9 raises raise VERB bracis-33577 228 10 the the DET bracis-33577 228 11 dimensionality dimensionality NOUN bracis-33577 228 12 for for ADP bracis-33577 228 13 lda lda PROPN bracis-33577 228 14 with with ADP bracis-33577 228 15 no no DET bracis-33577 228 16 relevant relevant ADJ bracis-33577 228 17 information information NOUN bracis-33577 228 18 , , PUNCT bracis-33577 228 19 leading lead VERB bracis-33577 228 20 to to ADP bracis-33577 228 21 worse bad ADJ bracis-33577 228 22 results result NOUN bracis-33577 228 23 . . PUNCT bracis-33577 229 1 lda lda PROPN bracis-33577 229 2 performs perform VERB bracis-33577 229 3 better well ADV bracis-33577 229 4 when when SCONJ bracis-33577 229 5 the the DET bracis-33577 229 6 number number NOUN bracis-33577 229 7 of of ADP bracis-33577 229 8 trials trial NOUN bracis-33577 229 9 per per ADP bracis-33577 229 10 area area NOUN bracis-33577 229 11 in in ADP bracis-33577 229 12 the the DET bracis-33577 229 13 search search NOUN bracis-33577 229 14 space space NOUN bracis-33577 229 15 is be AUX bracis-33577 229 16 high high ADJ bracis-33577 229 17 enough enough ADV bracis-33577 229 18 to to PART bracis-33577 229 19 fill fill VERB bracis-33577 229 20 it it PRON bracis-33577 229 21 . . PUNCT bracis-33577 230 1 when when SCONJ bracis-33577 230 2 the the DET bracis-33577 230 3 dimension dimension NOUN bracis-33577 230 4 increases increase VERB bracis-33577 230 5 , , PUNCT bracis-33577 230 6 the the DET bracis-33577 230 7 search search NOUN bracis-33577 230 8 space space NOUN bracis-33577 230 9 gets get VERB bracis-33577 230 10 bigger big ADJ bracis-33577 230 11 and and CCONJ bracis-33577 230 12 less less ADV bracis-33577 230 13 dense dense ADJ bracis-33577 230 14 . . PUNCT bracis-33577 231 1 that that PRON bracis-33577 231 2 explains explain VERB bracis-33577 231 3 that that SCONJ bracis-33577 231 4 models model NOUN bracis-33577 231 5 in in ADP bracis-33577 231 6 the the DET bracis-33577 231 7 3 3 NUM bracis-33577 231 8 - - PUNCT bracis-33577 231 9 electrode electrode NOUN bracis-33577 231 10 case case NOUN bracis-33577 231 11 have have VERB bracis-33577 231 12 better well ADJ bracis-33577 231 13 results result NOUN bracis-33577 231 14 than than ADP bracis-33577 231 15 the the DET bracis-33577 231 16 8 8 NUM bracis-33577 231 17 - - PUNCT bracis-33577 231 18 electrode electrode NOUN bracis-33577 231 19 case case NOUN bracis-33577 231 20 . . PUNCT bracis-33577 232 1 the the DET bracis-33577 232 2 standard standard ADJ bracis-33577 232 3 bci bci PROPN bracis-33577 232 4 pipeline pipeline NOUN bracis-33577 232 5 is be AUX bracis-33577 232 6 formed form VERB bracis-33577 232 7 by by ADP bracis-33577 232 8 the the DET bracis-33577 232 9 following follow VERB bracis-33577 232 10 steps step NOUN bracis-33577 232 11 : : PUNCT bracis-33577 232 12 temporal temporal ADJ bracis-33577 232 13 filtering filtering NOUN bracis-33577 232 14 , , PUNCT bracis-33577 232 15 spatial spatial ADJ bracis-33577 232 16 filtering filtering NOUN bracis-33577 232 17 , , PUNCT bracis-33577 232 18 feature feature NOUN bracis-33577 232 19 extraction extraction NOUN bracis-33577 232 20 , , PUNCT bracis-33577 232 21 feature feature NOUN bracis-33577 232 22 selection selection NOUN bracis-33577 232 23 , , PUNCT bracis-33577 232 24 and and CCONJ bracis-33577 232 25 classifier classifier NOUN bracis-33577 232 26 . . PUNCT bracis-33577 233 1 ea ea PROPN bracis-33577 233 2 can can AUX bracis-33577 233 3 be be AUX bracis-33577 233 4 represented represent VERB bracis-33577 233 5 as as ADP bracis-33577 233 6 a a DET bracis-33577 233 7 spatial spatial ADJ bracis-33577 233 8 filter filter NOUN bracis-33577 233 9 due due ADP bracis-33577 233 10 to to ADP bracis-33577 233 11 its its PRON bracis-33577 233 12 linear linear ADJ bracis-33577 233 13 transformation transformation NOUN bracis-33577 233 14 on on ADP bracis-33577 233 15 the the DET bracis-33577 233 16 input input NOUN bracis-33577 233 17 signal signal NOUN bracis-33577 233 18 . . PUNCT bracis-33577 234 1 therefore therefore ADV bracis-33577 234 2 , , PUNCT bracis-33577 234 3 better well ADJ bracis-33577 234 4 results result NOUN bracis-33577 234 5 are be AUX bracis-33577 234 6 expected expect VERB bracis-33577 234 7 when when SCONJ bracis-33577 234 8 ea ea PROPN bracis-33577 234 9 is be AUX bracis-33577 234 10 used use VERB bracis-33577 234 11 after after ADP bracis-33577 234 12 the the DET bracis-33577 234 13 temporal temporal ADJ bracis-33577 234 14 filtering filtering NOUN bracis-33577 234 15 , , PUNCT bracis-33577 234 16 such such ADJ bracis-33577 234 17 as as ADP bracis-33577 234 18 in in ADP bracis-33577 234 19 the the DET bracis-33577 234 20 bci bci PROPN bracis-33577 234 21 pipeline pipeline NOUN bracis-33577 234 22 . . PUNCT bracis-33577 235 1 however however ADV bracis-33577 235 2 , , PUNCT bracis-33577 235 3 the the DET bracis-33577 235 4 results result NOUN bracis-33577 235 5 found find VERB bracis-33577 235 6 in in ADP bracis-33577 235 7 the the DET bracis-33577 235 8 experiments experiment NOUN bracis-33577 235 9 demonstrate demonstrate VERB bracis-33577 235 10 the the DET bracis-33577 235 11 opposite opposite NOUN bracis-33577 235 12 , , PUNCT bracis-33577 235 13 leading lead VERB bracis-33577 235 14 to to ADP bracis-33577 235 15 questions question NOUN bracis-33577 235 16 regarding regard VERB bracis-33577 235 17 the the DET bracis-33577 235 18 bci bci PROPN bracis-33577 235 19 stage stage NOUN bracis-33577 235 20 ’s ’s PART bracis-33577 235 21 order order NOUN bracis-33577 235 22 . . PUNCT bracis-33577 236 1 spatial spatial ADJ bracis-33577 236 2 filters filter NOUN bracis-33577 236 3 before before SCONJ bracis-33577 236 4 the the DET bracis-33577 236 5 temporal temporal ADJ bracis-33577 236 6 step step NOUN bracis-33577 236 7 can can AUX bracis-33577 236 8 result result VERB bracis-33577 236 9 in in ADP bracis-33577 236 10 new new ADJ bracis-33577 236 11 configurations configuration NOUN bracis-33577 236 12 for for ADP bracis-33577 236 13 the the DET bracis-33577 236 14 bci bci PROPN bracis-33577 236 15 pipeline pipeline NOUN bracis-33577 236 16 . . PUNCT bracis-33577 237 1 filter filter PROPN bracis-33577 237 2 bank bank PROPN bracis-33577 237 3 was be AUX bracis-33577 237 4 the the DET bracis-33577 237 5 best good ADJ bracis-33577 237 6 temporal temporal ADJ bracis-33577 237 7 filter filter NOUN bracis-33577 237 8 tested test VERB bracis-33577 237 9 here here ADV bracis-33577 237 10 . . PUNCT bracis-33577 238 1 this this DET bracis-33577 238 2 result result NOUN bracis-33577 238 3 is be AUX bracis-33577 238 4 expected expect VERB bracis-33577 238 5 , , PUNCT bracis-33577 238 6 as as SCONJ bracis-33577 238 7 it it PRON bracis-33577 238 8 takes take VERB bracis-33577 238 9 the the DET bracis-33577 238 10 signal signal NOUN bracis-33577 238 11 in in ADP bracis-33577 238 12 frequency frequency NOUN bracis-33577 238 13 sub sub NOUN bracis-33577 238 14 - - NOUN bracis-33577 238 15 bands band NOUN bracis-33577 238 16 , , PUNCT bracis-33577 238 17 being be AUX bracis-33577 238 18 able able ADJ bracis-33577 238 19 to to PART bracis-33577 238 20 select select VERB bracis-33577 238 21 separately separately ADV bracis-33577 238 22 \(\mu \(\mu ADP bracis-33577 238 23 \ \ NOUN bracis-33577 238 24 ) ) PUNCT bracis-33577 238 25 ( ( PUNCT bracis-33577 238 26 8–13 8–13 NOUN bracis-33577 238 27 ) ) PUNCT bracis-33577 238 28 and and CCONJ bracis-33577 238 29 \(\beta \(\beta PRON bracis-33577 238 30 \ \ PROPN bracis-33577 238 31 ) ) PUNCT bracis-33577 238 32 ( ( PUNCT bracis-33577 238 33 13–30 13–30 NUM bracis-33577 238 34 ) ) PUNCT bracis-33577 238 35 rhythms rhythm NOUN bracis-33577 238 36 , , PUNCT bracis-33577 238 37 which which PRON bracis-33577 238 38 is be AUX bracis-33577 238 39 crucial crucial ADJ bracis-33577 238 40 for for ADP bracis-33577 238 41 motor motor NOUN bracis-33577 238 42 imagery imagery NOUN bracis-33577 238 43 activities activity NOUN bracis-33577 238 44     SPACE bracis-33577 239 1 [ [ X bracis-33577 239 2 23 23 NUM bracis-33577 239 3 ] ] PUNCT bracis-33577 239 4 . . PUNCT bracis-33577 240 1 the the DET bracis-33577 240 2 other other ADJ bracis-33577 240 3 temporal temporal ADJ bracis-33577 240 4 filtering filter VERB bracis-33577 240 5 techniques technique NOUN bracis-33577 240 6 applied apply VERB bracis-33577 240 7 in in ADP bracis-33577 240 8 this this DET bracis-33577 240 9 work work NOUN bracis-33577 240 10 do do AUX bracis-33577 240 11 not not PART bracis-33577 240 12 use use VERB bracis-33577 240 13 the the DET bracis-33577 240 14 signal signal NOUN bracis-33577 240 15 spectrum spectrum NOUN bracis-33577 240 16 as as ADP bracis-33577 240 17 effectively effectively ADV bracis-33577 240 18 , , PUNCT bracis-33577 240 19 which which PRON bracis-33577 240 20 explains explain VERB bracis-33577 240 21 their their PRON bracis-33577 240 22 results result NOUN bracis-33577 240 23 in in ADP bracis-33577 240 24 comparison comparison NOUN bracis-33577 240 25 with with ADP bracis-33577 240 26 filter filter NOUN bracis-33577 240 27 bank bank NOUN bracis-33577 240 28 . . PUNCT bracis-33577 241 1 7 7 NUM bracis-33577 241 2 conclusion conclusion NOUN bracis-33577 241 3 bci bci NOUN bracis-33577 241 4 - - PUNCT bracis-33577 241 5 based base VERB bracis-33577 241 6 mi mi NOUN bracis-33577 241 7 models model NOUN bracis-33577 241 8 can can AUX bracis-33577 241 9 be be AUX bracis-33577 241 10 used use VERB bracis-33577 241 11 for for ADP bracis-33577 241 12 post post ADJ bracis-33577 241 13 - - ADJ bracis-33577 241 14 stroke stroke ADJ bracis-33577 241 15 rehabilitation rehabilitation NOUN bracis-33577 241 16 . . PUNCT bracis-33577 242 1 there there PRON bracis-33577 242 2 are be VERB bracis-33577 242 3 some some DET bracis-33577 242 4 difficulties difficulty NOUN bracis-33577 242 5 despite despite SCONJ bracis-33577 242 6 that that PRON bracis-33577 242 7 , , PUNCT bracis-33577 242 8 such such ADJ bracis-33577 242 9 as as ADP bracis-33577 242 10 long long ADJ bracis-33577 242 11 calibration calibration NOUN bracis-33577 242 12 periods period NOUN bracis-33577 242 13 during during ADP bracis-33577 242 14 the the DET bracis-33577 242 15 training training NOUN bracis-33577 242 16 phase phase NOUN bracis-33577 242 17 and and CCONJ bracis-33577 242 18 low low ADJ bracis-33577 242 19 resolution resolution NOUN bracis-33577 242 20 of of ADP bracis-33577 242 21 the the DET bracis-33577 242 22 signal signal NOUN bracis-33577 242 23 obtained obtain VERB bracis-33577 242 24 . . PUNCT bracis-33577 243 1 we we PRON bracis-33577 243 2 proposed propose VERB bracis-33577 243 3 euclidean euclidean ADJ bracis-33577 243 4 alignment alignment NOUN bracis-33577 243 5     SPACE bracis-33577 243 6 ( ( PUNCT bracis-33577 243 7 ea ea NOUN bracis-33577 243 8 ) ) PUNCT bracis-33577 243 9 with with ADP bracis-33577 243 10 multi multi ADJ bracis-33577 243 11 - - ADJ bracis-33577 243 12 band band ADJ bracis-33577 243 13 temporal temporal ADJ bracis-33577 243 14 filters filter NOUN bracis-33577 243 15 to to PART bracis-33577 243 16 reduce reduce VERB bracis-33577 243 17 the the DET bracis-33577 243 18 impact impact NOUN bracis-33577 243 19 of of ADP bracis-33577 243 20 these these DET bracis-33577 243 21 two two NUM bracis-33577 243 22 conditions condition NOUN bracis-33577 243 23 . . PUNCT bracis-33577 244 1 the the DET bracis-33577 244 2 models model NOUN bracis-33577 244 3 were be AUX bracis-33577 244 4 created create VERB bracis-33577 244 5 using use VERB bracis-33577 244 6 filter filter NOUN bracis-33577 244 7 bank bank NOUN bracis-33577 244 8 , , PUNCT bracis-33577 244 9 empirical empirical ADJ bracis-33577 244 10 mode mode NOUN bracis-33577 244 11 decomposition decomposition NOUN bracis-33577 244 12 , , PUNCT bracis-33577 244 13 and and CCONJ bracis-33577 244 14 continuous continuous ADJ bracis-33577 244 15 wavelet wavelet NOUN bracis-33577 244 16 as as ADP bracis-33577 244 17 temporal temporal ADJ bracis-33577 244 18 filter filter NOUN bracis-33577 244 19 techniques technique NOUN bracis-33577 244 20 . . PUNCT bracis-33577 245 1 each each DET bracis-33577 245 2 model model NOUN bracis-33577 245 3 uses use VERB bracis-33577 245 4 one one NUM bracis-33577 245 5 of of ADP bracis-33577 245 6 these these DET bracis-33577 245 7 temporal temporal ADJ bracis-33577 245 8 filters filter NOUN bracis-33577 245 9 , , PUNCT bracis-33577 245 10 either either CCONJ bracis-33577 245 11 before before ADP bracis-33577 245 12 or or CCONJ bracis-33577 245 13 after after ADP bracis-33577 245 14 ea ea X bracis-33577 245 15 . . PUNCT bracis-33577 246 1 we we PRON bracis-33577 246 2 evaluated evaluate VERB bracis-33577 246 3 the the DET bracis-33577 246 4 models model NOUN bracis-33577 246 5 in in ADP bracis-33577 246 6 2 2 NUM bracis-33577 246 7 cases case NOUN bracis-33577 246 8 : : PUNCT bracis-33577 246 9 with with SCONJ bracis-33577 246 10 3 3 NUM bracis-33577 246 11 and and CCONJ bracis-33577 246 12 8 8 NUM bracis-33577 246 13 electrodes electrode NOUN bracis-33577 246 14 in in ADP bracis-33577 246 15 the the DET bracis-33577 246 16 physionetmi physionetmi NOUN bracis-33577 246 17 dataset dataset VERB bracis-33577 246 18 . . PUNCT bracis-33577 247 1 the the DET bracis-33577 247 2 models model NOUN bracis-33577 247 3 used use VERB bracis-33577 247 4 in in ADP bracis-33577 247 5 this this DET bracis-33577 247 6 work work NOUN bracis-33577 247 7 demonstrate demonstrate VERB bracis-33577 247 8 how how SCONJ bracis-33577 247 9 ea ea NOUN bracis-33577 247 10 and and CCONJ bracis-33577 247 11 multi multi ADJ bracis-33577 247 12 - - ADJ bracis-33577 247 13 band band ADJ bracis-33577 247 14 temporal temporal ADJ bracis-33577 247 15 filters filter NOUN bracis-33577 247 16 can can AUX bracis-33577 247 17 be be AUX bracis-33577 247 18 used use VERB bracis-33577 247 19 together together ADV bracis-33577 247 20 to to PART bracis-33577 247 21 acquire acquire VERB bracis-33577 247 22 more more ADJ bracis-33577 247 23 robust robust ADJ bracis-33577 247 24 models model NOUN bracis-33577 247 25 . . PUNCT bracis-33577 248 1 they they PRON bracis-33577 248 2 also also ADV bracis-33577 248 3 demonstrate demonstrate VERB bracis-33577 248 4 that that SCONJ bracis-33577 248 5 changing change VERB bracis-33577 248 6 the the DET bracis-33577 248 7 steps step NOUN bracis-33577 248 8 ’ ' PUNCT bracis-33577 248 9 order order NOUN bracis-33577 248 10 can can AUX bracis-33577 248 11 improve improve VERB bracis-33577 248 12 the the DET bracis-33577 248 13 quality quality NOUN bracis-33577 248 14 of of ADP bracis-33577 248 15 the the DET bracis-33577 248 16 solutions solution NOUN bracis-33577 248 17 . . PUNCT bracis-33577 249 1 the the DET bracis-33577 249 2 best good ADJ bracis-33577 249 3 model model NOUN bracis-33577 249 4 in in ADP bracis-33577 249 5 the the DET bracis-33577 249 6 computational computational ADJ bracis-33577 249 7 experiments experiment NOUN bracis-33577 249 8 performed perform VERB bracis-33577 249 9 here here ADV bracis-33577 249 10 is be AUX bracis-33577 249 11 ea ea ADJ bracis-33577 249 12 - - PUNCT bracis-33577 249 13 fb fb INTJ bracis-33577 249 14 - - PUNCT bracis-33577 249 15 csp csp PROPN bracis-33577 249 16 - - PUNCT bracis-33577 249 17 lda lda PROPN bracis-33577 249 18 , , PUNCT bracis-33577 249 19 with with ADP bracis-33577 249 20 an an DET bracis-33577 249 21 improvement improvement NOUN bracis-33577 249 22 of of ADP bracis-33577 249 23 approximately approximately ADV bracis-33577 249 24 44 44 NUM bracis-33577 249 25 % % NOUN bracis-33577 249 26 for for ADP bracis-33577 249 27 three three NUM bracis-33577 249 28 electrodes electrode NOUN bracis-33577 249 29 and and CCONJ bracis-33577 249 30 43 43 NUM bracis-33577 249 31 % % NOUN bracis-33577 249 32 for for ADP bracis-33577 249 33 eight eight NUM bracis-33577 249 34 electrodes electrode NOUN bracis-33577 249 35 when when SCONJ bracis-33577 249 36 compared compare VERB bracis-33577 249 37 to to ADP bracis-33577 249 38 ea ea NOUN bracis-33577 249 39 - - PUNCT bracis-33577 249 40 csp csp PROPN bracis-33577 249 41 - - PUNCT bracis-33577 249 42 lda lda PROPN bracis-33577 249 43 , , PUNCT bracis-33577 249 44 reaching reach VERB bracis-33577 249 45 an an DET bracis-33577 249 46 accuracy accuracy NOUN bracis-33577 249 47 of of ADP bracis-33577 249 48 80 80 NUM bracis-33577 249 49 % % NOUN bracis-33577 249 50 and and CCONJ bracis-33577 249 51 73.33 73.33 NUM bracis-33577 249 52 % % NOUN bracis-33577 249 53 , , PUNCT bracis-33577 249 54 respectively respectively ADV bracis-33577 249 55 . . PUNCT bracis-33577 250 1 ea ea NOUN bracis-33577 250 2 before before SCONJ bracis-33577 250 3 the the DET bracis-33577 250 4 temporal temporal ADJ bracis-33577 250 5 filtering filtering NOUN bracis-33577 250 6 presented present VERB bracis-33577 250 7 results result NOUN bracis-33577 250 8 better well ADV bracis-33577 250 9 than than ADP bracis-33577 250 10 those those PRON bracis-33577 250 11 obtained obtain VERB bracis-33577 250 12 by by ADP bracis-33577 250 13 models model NOUN bracis-33577 250 14 with with ADP bracis-33577 250 15 ea ea NOUN bracis-33577 250 16 after after ADP bracis-33577 250 17 the the DET bracis-33577 250 18 temporal temporal ADJ bracis-33577 250 19 filtering filtering NOUN bracis-33577 250 20 . . PUNCT bracis-33577 251 1 new new ADJ bracis-33577 251 2 experiments experiment NOUN bracis-33577 251 3 using use VERB bracis-33577 251 4 feature feature NOUN bracis-33577 251 5 selection selection NOUN bracis-33577 251 6 or or CCONJ bracis-33577 251 7 subject subject NOUN bracis-33577 251 8 selection selection NOUN bracis-33577 251 9 can can AUX bracis-33577 251 10 be be AUX bracis-33577 251 11 performed perform VERB bracis-33577 251 12 to to PART bracis-33577 251 13 improve improve VERB bracis-33577 251 14 those those DET bracis-33577 251 15 results result NOUN bracis-33577 251 16 . . PUNCT bracis-33577 252 1 our our PRON bracis-33577 252 2 results result NOUN bracis-33577 252 3 also also ADV bracis-33577 252 4 pointed point VERB bracis-33577 252 5 out out ADP bracis-33577 252 6 that that SCONJ bracis-33577 252 7 spatial spatial ADJ bracis-33577 252 8 filtering filtering NOUN bracis-33577 252 9 before before ADP bracis-33577 252 10 temporal temporal ADJ bracis-33577 252 11 filtering filtering NOUN bracis-33577 252 12 has have VERB bracis-33577 252 13 prominent prominent ADJ bracis-33577 252 14 potential potential NOUN bracis-33577 252 15 for for ADP bracis-33577 252 16 new new ADJ bracis-33577 252 17 bci bci PROPN bracis-33577 252 18 pipelines pipeline NOUN bracis-33577 252 19 . . PUNCT bracis-33577 253 1 notes note NOUN bracis-33577 253 2 1.https://github.com/ghdesouza/bci 1.https://github.com/ghdesouza/bci NUM bracis-33577 253 3 . . PUNCT bracis-33577 254 1 references reference NOUN bracis-33577 254 2 ang ang PROPN bracis-33577 254 3 , , PUNCT bracis-33577 254 4 k.k k.k PROPN bracis-33577 254 5 . . PROPN bracis-33577 254 6 , , PUNCT bracis-33577 254 7 chin chin PROPN bracis-33577 254 8 , , PUNCT bracis-33577 254 9 z.y z.y PROPN bracis-33577 254 10 . . PROPN bracis-33577 254 11 , , PUNCT bracis-33577 254 12 wang wang PROPN bracis-33577 254 13 , , PUNCT bracis-33577 254 14 c. c. PROPN bracis-33577 254 15 , , PUNCT bracis-33577 254 16 guan guan PROPN bracis-33577 254 17 , , PUNCT bracis-33577 254 18 c. c. PROPN bracis-33577 254 19 , , PUNCT bracis-33577 254 20 zhang zhang PROPN bracis-33577 254 21 , , PUNCT bracis-33577 254 22 h. h. PROPN bracis-33577 254 23 : : PUNCT bracis-33577 254 24 filter filter PROPN bracis-33577 254 25 bank bank PROPN bracis-33577 254 26 common common ADJ bracis-33577 254 27 spatial spatial ADJ bracis-33577 254 28 pattern pattern NOUN bracis-33577 254 29 algorithm algorithm NOUN bracis-33577 254 30 on on ADP bracis-33577 254 31 bci bci PROPN bracis-33577 254 32 competition competition NOUN bracis-33577 254 33 iv iv NUM bracis-33577 254 34 datasets dataset NOUN bracis-33577 254 35 2a 2a NUM bracis-33577 254 36 and and CCONJ bracis-33577 254 37 2b 2b NOUN bracis-33577 254 38 . . PUNCT bracis-33577 255 1 front front ADJ bracis-33577 255 2 . . PUNCT bracis-33577 256 1 neurosci neurosci PROPN bracis-33577 256 2 . . PUNCT bracis-33577 257 1 ( ( PUNCT bracis-33577 257 2 2012 2012 NUM bracis-33577 257 3 ) ) PUNCT bracis-33577 257 4 . . PUNCT bracis-33577 258 1 https://doi.org/10.3389/fnins.2012.00039 https://doi.org/10.3389/fnins.2012.00039 PROPN bracis-33577 258 2 ang ang PROPN bracis-33577 258 3 , , PUNCT bracis-33577 258 4 k.k k.k PROPN bracis-33577 258 5 . . PROPN bracis-33577 258 6 , , PUNCT bracis-33577 258 7 guan guan PROPN bracis-33577 258 8 , , PUNCT bracis-33577 258 9 c. c. PROPN bracis-33577 258 10 : : PUNCT bracis-33577 258 11 eeg eeg NOUN bracis-33577 258 12 - - PUNCT bracis-33577 258 13 based base VERB bracis-33577 258 14 strategies strategy NOUN bracis-33577 258 15 to to PART bracis-33577 258 16 detect detect VERB bracis-33577 258 17 motor motor NOUN bracis-33577 258 18 imagery imagery NOUN bracis-33577 258 19 for for ADP bracis-33577 258 20 control control NOUN bracis-33577 258 21 and and CCONJ bracis-33577 258 22 rehabilitation rehabilitation NOUN bracis-33577 258 23 . . PUNCT bracis-33577 259 1 ieee ieee PROPN bracis-33577 259 2 trans trans PROPN bracis-33577 259 3 . . PUNCT bracis-33577 259 4 neural neural ADJ bracis-33577 259 5 syst syst PROPN bracis-33577 259 6 . . PUNCT bracis-33577 259 7 rehabil rehabil PROPN bracis-33577 259 8 . . PUNCT bracis-33577 260 1 eng eng PROPN bracis-33577 260 2 . . PUNCT bracis-33577 260 3 ( ( PUNCT bracis-33577 260 4 2017 2017 NUM bracis-33577 260 5 ) ) PUNCT bracis-33577 260 6 . . PUNCT bracis-33577 261 1 https://doi.org/10.1109/tnsre.2016.2646763 https://doi.org/10.1109/tnsre.2016.2646763 PROPN bracis-33577 261 2 bashashati bashashati PROPN bracis-33577 261 3 , , PUNCT bracis-33577 261 4 a. a. PROPN bracis-33577 261 5 , , PUNCT bracis-33577 261 6 fatourechi fatourechi NOUN bracis-33577 261 7 , , PUNCT bracis-33577 261 8 m. m. NOUN bracis-33577 261 9 , , PUNCT bracis-33577 261 10 ward ward NOUN bracis-33577 261 11 , , PUNCT bracis-33577 261 12 r.k r.k PROPN bracis-33577 261 13 . . PROPN bracis-33577 261 14 , , PUNCT bracis-33577 261 15 birch birch PROPN bracis-33577 261 16 , , PUNCT bracis-33577 261 17 g.e g.e PROPN bracis-33577 261 18 . . PUNCT bracis-33577 261 19 : : PUNCT bracis-33577 262 1 a a DET bracis-33577 262 2 survey survey NOUN bracis-33577 262 3 of of ADP bracis-33577 262 4 signal signal ADJ bracis-33577 262 5 processing processing NOUN bracis-33577 262 6 algorithms algorithm NOUN bracis-33577 262 7 in in ADP bracis-33577 262 8 brain brain NOUN bracis-33577 262 9 - - PUNCT bracis-33577 262 10 computer computer NOUN bracis-33577 262 11 interfaces interface NOUN bracis-33577 262 12 based base VERB bracis-33577 262 13 on on ADP bracis-33577 262 14 electrical electrical ADJ bracis-33577 262 15 brain brain NOUN bracis-33577 262 16 signals signal NOUN bracis-33577 262 17 . . PUNCT bracis-33577 263 1 j. j. PROPN bracis-33577 263 2 neural neural PROPN bracis-33577 263 3 eng eng PROPN bracis-33577 263 4 . . PUNCT bracis-33577 263 5 ( ( PUNCT bracis-33577 263 6 2007 2007 NUM bracis-33577 263 7 ) ) PUNCT bracis-33577 263 8 . . PUNCT bracis-33577 264 1 https://doi.org/10.1088/1741-2560/4/2/r03 https://doi.org/10.1088/1741-2560/4/2/r03 PROPN bracis-33577 264 2 biasiucci biasiucci PROPN bracis-33577 264 3 , , PUNCT bracis-33577 264 4 a. a. PROPN bracis-33577 264 5 , , PUNCT bracis-33577 264 6 et et PROPN bracis-33577 264 7 al al PROPN bracis-33577 264 8 . . PROPN bracis-33577 264 9 : : PUNCT bracis-33577 265 1 brain brain NOUN bracis-33577 265 2 - - PUNCT bracis-33577 265 3 actuated actuate VERB bracis-33577 265 4 functional functional ADJ bracis-33577 265 5 electrical electrical ADJ bracis-33577 265 6 stimulation stimulation NOUN bracis-33577 265 7 elicits elicit VERB bracis-33577 265 8 lasting last VERB bracis-33577 265 9 arm arm NOUN bracis-33577 265 10 motor motor NOUN bracis-33577 265 11 recovery recovery NOUN bracis-33577 265 12 after after ADP bracis-33577 265 13 stroke stroke NOUN bracis-33577 265 14 . . PUNCT bracis-33577 266 1 nat nat PROPN bracis-33577 266 2 . . PUNCT bracis-33577 267 1 commun commun PROPN bracis-33577 267 2 . . PUNCT bracis-33577 268 1 ( ( PUNCT bracis-33577 268 2 2018 2018 NUM bracis-33577 268 3 ) ) PUNCT bracis-33577 268 4 . . PUNCT bracis-33577 269 1 https://doi.org/10.1038/s41467-018-04673-z https://doi.org/10.1038/s41467-018-04673-z PROPN bracis-33577 269 2 gao gao PROPN bracis-33577 269 3 , , PUNCT bracis-33577 269 4 y. y. PROPN bracis-33577 269 5 , , PUNCT bracis-33577 269 6 li li PROPN bracis-33577 269 7 , , PUNCT bracis-33577 269 8 m. m. NOUN bracis-33577 269 9 , , PUNCT bracis-33577 269 10 peng peng PROPN bracis-33577 269 11 , , PUNCT bracis-33577 269 12 y. y. PROPN bracis-33577 269 13 , , PUNCT bracis-33577 269 14 fang fang PROPN bracis-33577 269 15 , , PUNCT bracis-33577 269 16 f. f. PROPN bracis-33577 269 17 , , PUNCT bracis-33577 269 18 zhang zhang PROPN bracis-33577 269 19 , , PUNCT bracis-33577 269 20 y. y. PROPN bracis-33577 269 21 : : PUNCT bracis-33577 269 22 double double ADJ bracis-33577 269 23 stage stage NOUN bracis-33577 269 24 transfer transfer NOUN bracis-33577 269 25 learning learning NOUN bracis-33577 269 26 for for ADP bracis-33577 269 27 brain brain NOUN bracis-33577 269 28 - - PUNCT bracis-33577 269 29 computer computer NOUN bracis-33577 269 30 interfaces interface NOUN bracis-33577 269 31 . . PUNCT bracis-33577 270 1 ieee ieee PROPN bracis-33577 270 2 trans trans PROPN bracis-33577 270 3 . . PUNCT bracis-33577 270 4 neural neural ADJ bracis-33577 270 5 syst syst PROPN bracis-33577 270 6 . . PUNCT bracis-33577 270 7 rehabil rehabil PROPN bracis-33577 270 8 . . PUNCT bracis-33577 271 1 eng eng PROPN bracis-33577 271 2 . . PUNCT bracis-33577 271 3 ( ( PUNCT bracis-33577 271 4 2023 2023 NUM bracis-33577 271 5 ) ) PUNCT bracis-33577 271 6 . . PUNCT bracis-33577 272 1 https://doi.org/10.1109/tnsre.2023.3241301 https://doi.org/10.1109/tnsre.2023.3241301 PROPN bracis-33577 272 2 goldberger goldberger NOUN bracis-33577 272 3 , , PUNCT bracis-33577 272 4 a.l a.l PROPN bracis-33577 272 5 . . PROPN bracis-33577 272 6 , , PUNCT bracis-33577 272 7 et et PROPN bracis-33577 272 8 al al PROPN bracis-33577 272 9 . . PROPN bracis-33577 272 10 : : PUNCT bracis-33577 273 1 physiobank physiobank ADJ bracis-33577 273 2 , , PUNCT bracis-33577 273 3 physiotoolkit physiotoolkit NOUN bracis-33577 273 4 , , PUNCT bracis-33577 273 5 and and CCONJ bracis-33577 273 6 physionet physionet NOUN bracis-33577 273 7 : : PUNCT bracis-33577 273 8 components component NOUN bracis-33577 273 9 of of ADP bracis-33577 273 10 a a DET bracis-33577 273 11 new new ADJ bracis-33577 273 12 research research NOUN bracis-33577 273 13 resource resource NOUN bracis-33577 273 14 for for ADP bracis-33577 273 15 complex complex ADJ bracis-33577 273 16 physiologic physiologic ADJ bracis-33577 273 17 signals signal NOUN bracis-33577 273 18 . . PUNCT bracis-33577 274 1 circulation circulation NOUN bracis-33577 274 2 ( ( PUNCT bracis-33577 274 3 2000 2000 NUM bracis-33577 274 4 ) ) PUNCT bracis-33577 274 5 . . PUNCT bracis-33577 275 1 https://doi.org/10.1161/01.cir.101.23.e215 https://doi.org/10.1161/01.cir.101.23.e215 AUX bracis-33577 275 2 he he PRON bracis-33577 275 3 , , PUNCT bracis-33577 275 4 h. h. PROPN bracis-33577 275 5 , , PUNCT bracis-33577 275 6 wu wu PROPN bracis-33577 275 7 , , PUNCT bracis-33577 275 8 d. d. PROPN bracis-33577 275 9 : : PUNCT bracis-33577 275 10 transfer transfer VERB bracis-33577 275 11 learning learning NOUN bracis-33577 275 12 for for ADP bracis-33577 275 13 brain brain NOUN bracis-33577 275 14 - - PUNCT bracis-33577 275 15 computer computer NOUN bracis-33577 275 16 interfaces interface NOUN bracis-33577 275 17 : : PUNCT bracis-33577 275 18 a a DET bracis-33577 275 19 euclidean euclidean ADJ bracis-33577 275 20 space space NOUN bracis-33577 275 21 data datum NOUN bracis-33577 275 22 alignment alignment NOUN bracis-33577 275 23 approach approach NOUN bracis-33577 275 24 . . PUNCT bracis-33577 276 1 ieee ieee PROPN bracis-33577 276 2 trans trans PROPN bracis-33577 276 3 . . PROPN bracis-33577 276 4 biomed biome VERB bracis-33577 276 5 . . PUNCT bracis-33577 277 1 eng eng PROPN bracis-33577 277 2 . . PUNCT bracis-33577 277 3 ( ( PUNCT bracis-33577 277 4 2020 2020 NUM bracis-33577 277 5 ) ) PUNCT bracis-33577 277 6 . . PUNCT bracis-33577 278 1 https://doi.org/10.1109/tbme.2019.2913914 https://doi.org/10.1109/tbme.2019.2913914 PROPN bracis-33577 278 2 homan homan PROPN bracis-33577 278 3 , , PUNCT bracis-33577 278 4 r.w r.w PROPN bracis-33577 278 5 . . PROPN bracis-33577 278 6 , , PUNCT bracis-33577 278 7 herman herman PROPN bracis-33577 278 8 , , PUNCT bracis-33577 278 9 j. j. PROPN bracis-33577 278 10 , , PUNCT bracis-33577 278 11 purdy purdy INTJ bracis-33577 278 12 , , PUNCT bracis-33577 278 13 p. p. NOUN bracis-33577 278 14 : : PUNCT bracis-33577 278 15 cerebral cerebral ADJ bracis-33577 278 16 location location NOUN bracis-33577 278 17 of of ADP bracis-33577 278 18 international international ADJ bracis-33577 278 19 10–20 10–20 NUM bracis-33577 278 20 system system NOUN bracis-33577 278 21 electrode electrode NOUN bracis-33577 278 22 placement placement NOUN bracis-33577 278 23 . . PUNCT bracis-33577 279 1 electroencephalogr electroencephalogr NOUN bracis-33577 279 2 . . PUNCT bracis-33577 280 1 clin clin PROPN bracis-33577 280 2 . . PUNCT bracis-33577 281 1 neurophysiol neurophysiol PROPN bracis-33577 281 2 . . PUNCT bracis-33577 282 1 ( ( PUNCT bracis-33577 282 2 1987 1987 NUM bracis-33577 282 3 ) ) PUNCT bracis-33577 282 4 . . PUNCT bracis-33577 283 1 https://doi.org/10.1016/0013-4694(87)90206-9 https://doi.org/10.1016/0013-4694(87)90206-9 PROPN bracis-33577 283 2 huang huang PROPN bracis-33577 283 3 , , PUNCT bracis-33577 283 4 n.e n.e PROPN bracis-33577 283 5 . . PROPN bracis-33577 283 6 , , PUNCT bracis-33577 283 7 et et PROPN bracis-33577 283 8 al al PROPN bracis-33577 283 9 . . PROPN bracis-33577 283 10 : : PUNCT bracis-33577 284 1 the the DET bracis-33577 284 2 empirical empirical ADJ bracis-33577 284 3 mode mode NOUN bracis-33577 284 4 decomposition decomposition NOUN bracis-33577 284 5 and and CCONJ bracis-33577 284 6 the the DET bracis-33577 284 7 hilbert hilbert NOUN bracis-33577 284 8 spectrum spectrum NOUN bracis-33577 284 9 for for ADP bracis-33577 284 10 nonlinear nonlinear ADJ bracis-33577 284 11 and and CCONJ bracis-33577 284 12 non non ADJ bracis-33577 284 13 - - ADJ bracis-33577 284 14 stationary stationary ADJ bracis-33577 284 15 time time NOUN bracis-33577 284 16 series series PROPN bracis-33577 284 17 analysis analysis NOUN bracis-33577 284 18 . . PUNCT bracis-33577 285 1 proc proc NOUN bracis-33577 285 2 . . PUNCT bracis-33577 286 1 math math NOUN bracis-33577 286 2 . . PUNCT bracis-33577 287 1 phys phy NOUN bracis-33577 287 2 . . PUNCT bracis-33577 288 1 eng eng PROPN bracis-33577 288 2 . . PUNCT bracis-33577 288 3 sci sci PROPN bracis-33577 288 4 . . PUNCT bracis-33577 288 5 ( ( PUNCT bracis-33577 288 6 1998 1998 NUM bracis-33577 288 7 ) ) PUNCT bracis-33577 288 8 . . PUNCT bracis-33577 289 1 https://doi.org/10.1098/rspa.1998.0193 https://doi.org/10.1098/rspa.1998.0193 PROPN bracis-33577 289 2 kelly kelly PROPN bracis-33577 289 3 - - PUNCT bracis-33577 289 4 hayes hayes PROPN bracis-33577 289 5 , , PUNCT bracis-33577 289 6 m. m. NOUN bracis-33577 289 7 , , PUNCT bracis-33577 289 8 beiser beiser NOUN bracis-33577 289 9 , , PUNCT bracis-33577 289 10 a. a. PROPN bracis-33577 289 11 , , PUNCT bracis-33577 289 12 kase kase PROPN bracis-33577 289 13 , , PUNCT bracis-33577 289 14 c.s c.s PROPN bracis-33577 289 15 . . PROPN bracis-33577 289 16 , , PUNCT bracis-33577 289 17 d’agostino d’agostino PROPN bracis-33577 289 18 , , PUNCT bracis-33577 289 19 r.b r.b PROPN bracis-33577 289 20 . . PROPN bracis-33577 289 21 , , PUNCT bracis-33577 289 22 scaramucci scaramucci PROPN bracis-33577 289 23 , , PUNCT bracis-33577 289 24 a. a. NOUN bracis-33577 289 25 , , PUNCT bracis-33577 289 26 wolf wolf PROPN bracis-33577 289 27 , , PUNCT bracis-33577 289 28 p.a p.a PROPN bracis-33577 289 29 . . PROPN bracis-33577 289 30 : : PUNCT bracis-33577 290 1 the the DET bracis-33577 290 2 influence influence NOUN bracis-33577 290 3 of of ADP bracis-33577 290 4 gender gender NOUN bracis-33577 290 5 and and CCONJ bracis-33577 290 6 age age NOUN bracis-33577 290 7 on on ADP bracis-33577 290 8 disability disability NOUN bracis-33577 290 9 following follow VERB bracis-33577 290 10 ischemic ischemic ADJ bracis-33577 290 11 stroke stroke NOUN bracis-33577 290 12 : : PUNCT bracis-33577 290 13 the the DET bracis-33577 290 14 framingham framingham PROPN bracis-33577 290 15 study study PROPN bracis-33577 290 16 . . PUNCT bracis-33577 291 1 j. j. PROPN bracis-33577 291 2 stroke stroke PROPN bracis-33577 291 3 cerebrovasc cerebrovasc PROPN bracis-33577 291 4 . . PUNCT bracis-33577 292 1 dis dis PROPN bracis-33577 292 2 . . PUNCT bracis-33577 293 1 ( ( PUNCT bracis-33577 293 2 2003 2003 NUM bracis-33577 293 3 ) ) PUNCT bracis-33577 293 4 . . PUNCT bracis-33577 294 1 https://doi.org/10.1016/s1052-3057(03)00042-9 https://doi.org/10.1016/s1052-3057(03)00042-9 PROPN bracis-33577 294 2 leeb leeb PROPN bracis-33577 294 3 , , PUNCT bracis-33577 294 4 r. r. PROPN bracis-33577 294 5 , , PUNCT bracis-33577 294 6 lee lee PROPN bracis-33577 294 7 , , PUNCT bracis-33577 294 8 f. f. PROPN bracis-33577 294 9 , , PUNCT bracis-33577 294 10 keinrath keinrath PROPN bracis-33577 294 11 , , PUNCT bracis-33577 294 12 c. c. PROPN bracis-33577 294 13 , , PUNCT bracis-33577 294 14 scherer scherer PROPN bracis-33577 294 15 , , PUNCT bracis-33577 294 16 r. r. PROPN bracis-33577 294 17 , , PUNCT bracis-33577 294 18 pfurtscheller pfurtscheller NOUN bracis-33577 294 19 , , PUNCT bracis-33577 294 20 g. g. PROPN bracis-33577 294 21 , , PUNCT bracis-33577 294 22 bischof bischof NOUN bracis-33577 294 23 , , PUNCT bracis-33577 294 24 h. h. NOUN bracis-33577 294 25 : : PUNCT bracis-33577 294 26 brain brain NOUN bracis-33577 294 27 - - PUNCT bracis-33577 294 28 computer computer NOUN bracis-33577 294 29 communication communication NOUN bracis-33577 294 30 : : PUNCT bracis-33577 294 31 motivation motivation NOUN bracis-33577 294 32 , , PUNCT bracis-33577 294 33 aim aim NOUN bracis-33577 294 34 , , PUNCT bracis-33577 294 35 and and CCONJ bracis-33577 294 36 impact impact NOUN bracis-33577 294 37 of of ADP bracis-33577 294 38 exploring explore VERB bracis-33577 294 39 a a DET bracis-33577 294 40 virtual virtual ADJ bracis-33577 294 41 apartment apartment NOUN bracis-33577 294 42 . . PUNCT bracis-33577 295 1 ieee ieee PROPN bracis-33577 295 2 trans trans PROPN bracis-33577 295 3 . . PUNCT bracis-33577 295 4 neural neural ADJ bracis-33577 295 5 syst syst PROPN bracis-33577 295 6 . . PUNCT bracis-33577 295 7 rehabil rehabil PROPN bracis-33577 295 8 . . PUNCT bracis-33577 296 1 eng eng PROPN bracis-33577 296 2 . . PUNCT bracis-33577 296 3 ( ( PUNCT bracis-33577 296 4 2007 2007 NUM bracis-33577 296 5 ) ) PUNCT bracis-33577 296 6 . . PUNCT bracis-33577 297 1 https://doi.org/10.1109/tnsre.2007.906956 https://doi.org/10.1109/tnsre.2007.906956 PROPN bracis-33577 297 2 li li PROPN bracis-33577 297 3 , , PUNCT bracis-33577 297 4 y. y. PROPN bracis-33577 297 5 , , PUNCT bracis-33577 297 6 wei wei PROPN bracis-33577 297 7 , , PUNCT bracis-33577 297 8 q. q. PROPN bracis-33577 297 9 , , PUNCT bracis-33577 297 10 chen chen PROPN bracis-33577 297 11 , , PUNCT bracis-33577 297 12 y. y. PROPN bracis-33577 297 13 , , PUNCT bracis-33577 297 14 zhou zhou PROPN bracis-33577 297 15 , , PUNCT bracis-33577 297 16 x. x. NOUN bracis-33577 297 17 : : PUNCT bracis-33577 297 18 transfer transfer NOUN bracis-33577 297 19 learning learning NOUN bracis-33577 297 20 based base VERB bracis-33577 297 21 on on ADP bracis-33577 297 22 hybrid hybrid ADJ bracis-33577 297 23 riemannian riemannian NOUN bracis-33577 297 24 and and CCONJ bracis-33577 297 25 euclidean euclidean ADJ bracis-33577 297 26 space space NOUN bracis-33577 297 27 data datum NOUN bracis-33577 297 28 alignment alignment NOUN bracis-33577 297 29 and and CCONJ bracis-33577 297 30 subject subject ADJ bracis-33577 297 31 selection selection NOUN bracis-33577 297 32 in in ADP bracis-33577 297 33 brain brain NOUN bracis-33577 297 34 - - PUNCT bracis-33577 297 35 computer computer NOUN bracis-33577 297 36 interfaces interface NOUN bracis-33577 297 37 . . PUNCT bracis-33577 298 1 ieee ieee NOUN bracis-33577 298 2 access access NOUN bracis-33577 298 3 ( ( PUNCT bracis-33577 298 4 2021 2021 NUM bracis-33577 298 5 ) ) PUNCT bracis-33577 298 6 . . PUNCT bracis-33577 299 1 https://doi.org/10.1109/access.2020.3048683 https://doi.org/10.1109/access.2020.3048683 PROPN bracis-33577 299 2 liang liang PROPN bracis-33577 299 3 , , PUNCT bracis-33577 299 4 y. y. PROPN bracis-33577 299 5 , , PUNCT bracis-33577 299 6 ma ma PROPN bracis-33577 299 7 , , PUNCT bracis-33577 299 8 y. y. NOUN bracis-33577 299 9 : : PUNCT bracis-33577 299 10 calibrating calibrate VERB bracis-33577 299 11 eeg eeg NOUN bracis-33577 299 12 features feature NOUN bracis-33577 299 13 in in ADP bracis-33577 299 14 motor motor NOUN bracis-33577 299 15 imagery imagery NOUN bracis-33577 299 16 classification classification NOUN bracis-33577 299 17 tasks task NOUN bracis-33577 299 18 with with ADP bracis-33577 299 19 a a DET bracis-33577 299 20 small small ADJ bracis-33577 299 21 amount amount NOUN bracis-33577 299 22 of of ADP bracis-33577 299 23 current current ADJ bracis-33577 299 24 data datum NOUN bracis-33577 299 25 using use VERB bracis-33577 299 26 multisource multisource ADJ bracis-33577 299 27 fusion fusion NOUN bracis-33577 299 28 transfer transfer NOUN bracis-33577 299 29 learning learning NOUN bracis-33577 299 30 . . PUNCT bracis-33577 299 31 biomed biome VERB bracis-33577 299 32 . . PUNCT bracis-33577 300 1 signal signal ADJ bracis-33577 300 2 process process NOUN bracis-33577 300 3 . . PUNCT bracis-33577 301 1 control control NOUN bracis-33577 301 2 ( ( PUNCT bracis-33577 301 3 2020 2020 NUM bracis-33577 301 4 ) ) PUNCT bracis-33577 301 5 . . PUNCT bracis-33577 302 1 https://doi.org/10.1016/j.bspc.2020.102101 https://doi.org/10.1016/j.bspc.2020.102101 PROPN bracis-33577 302 2 lotte lotte PROPN bracis-33577 302 3 , , PUNCT bracis-33577 302 4 f. f. PROPN bracis-33577 302 5 , , PUNCT bracis-33577 302 6 et et PROPN bracis-33577 302 7 al al PROPN bracis-33577 302 8 . . PUNCT bracis-33577 302 9 : : PUNCT bracis-33577 303 1 a a DET bracis-33577 303 2 review review NOUN bracis-33577 303 3 of of ADP bracis-33577 303 4 classification classification NOUN bracis-33577 303 5 algorithms algorithm NOUN bracis-33577 303 6 for for ADP bracis-33577 303 7 eeg eeg NOUN bracis-33577 303 8 - - PUNCT bracis-33577 303 9 based base VERB bracis-33577 303 10 brain brain NOUN bracis-33577 303 11 - - PUNCT bracis-33577 303 12 computer computer NOUN bracis-33577 303 13 interfaces interface NOUN bracis-33577 303 14 : : PUNCT bracis-33577 303 15 a a DET bracis-33577 303 16 10 10 NUM bracis-33577 303 17 year year NOUN bracis-33577 303 18 update update NOUN bracis-33577 303 19 . . PUNCT bracis-33577 304 1 j. j. PROPN bracis-33577 304 2 neural neural PROPN bracis-33577 304 3 eng eng PROPN bracis-33577 304 4 . . PUNCT bracis-33577 304 5 ( ( PUNCT bracis-33577 304 6 2018 2018 NUM bracis-33577 304 7 ) ) PUNCT bracis-33577 304 8 . . PUNCT bracis-33577 305 1 https://doi.org/10.1088/1741-2552/aab2f2 https://doi.org/10.1088/1741-2552/aab2f2 PROPN bracis-33577 305 2 lotte lotte PROPN bracis-33577 305 3 , , PUNCT bracis-33577 305 4 f. f. PROPN bracis-33577 305 5 , , PUNCT bracis-33577 305 6 congedo congedo NOUN bracis-33577 305 7 , , PUNCT bracis-33577 305 8 m. m. NOUN bracis-33577 305 9 , , PUNCT bracis-33577 305 10 lécuyer lécuyer PROPN bracis-33577 305 11 , , PUNCT bracis-33577 305 12 a. a. NOUN bracis-33577 305 13 , , PUNCT bracis-33577 305 14 lamarche lamarche PROPN bracis-33577 305 15 , , PUNCT bracis-33577 305 16 f. f. PROPN bracis-33577 305 17 , , PUNCT bracis-33577 305 18 arnaldi arnaldi PROPN bracis-33577 305 19 , , PUNCT bracis-33577 305 20 b. b. PROPN bracis-33577 305 21 : : PUNCT bracis-33577 305 22 a a DET bracis-33577 305 23 review review NOUN bracis-33577 305 24 of of ADP bracis-33577 305 25 classification classification NOUN bracis-33577 305 26 algorithms algorithm NOUN bracis-33577 305 27 for for ADP bracis-33577 305 28 eeg eeg NOUN bracis-33577 305 29 - - PUNCT bracis-33577 305 30 based base VERB bracis-33577 305 31 brain brain NOUN bracis-33577 305 32 - - PUNCT bracis-33577 305 33 computer computer NOUN bracis-33577 305 34 interfaces interface NOUN bracis-33577 305 35 . . PUNCT bracis-33577 306 1 j. j. PROPN bracis-33577 306 2 neural neural PROPN bracis-33577 306 3 eng eng PROPN bracis-33577 306 4 . . PUNCT bracis-33577 306 5 ( ( PUNCT bracis-33577 306 6 2007 2007 NUM bracis-33577 306 7 ) ) PUNCT bracis-33577 306 8 . . PUNCT bracis-33577 307 1 https://doi.org/10.1088/1741-2560/4/2/r01 https://doi.org/10.1088/1741-2560/4/2/r01 PROPN bracis-33577 307 2 mane mane PROPN bracis-33577 307 3 , , PUNCT bracis-33577 307 4 r. r. PROPN bracis-33577 307 5 , , PUNCT bracis-33577 307 6 chouhan chouhan PROPN bracis-33577 307 7 , , PUNCT bracis-33577 307 8 t. t. PROPN bracis-33577 307 9 , , PUNCT bracis-33577 307 10 guan guan PROPN bracis-33577 307 11 , , PUNCT bracis-33577 307 12 c. c. PROPN bracis-33577 307 13 : : PUNCT bracis-33577 307 14 bci bci PROPN bracis-33577 307 15 for for ADP bracis-33577 307 16 stroke stroke NOUN bracis-33577 307 17 rehabilitation rehabilitation NOUN bracis-33577 307 18 : : PUNCT bracis-33577 307 19 motor motor NOUN bracis-33577 307 20 and and CCONJ bracis-33577 307 21 beyond beyond ADP bracis-33577 307 22 . . PUNCT bracis-33577 308 1 j. j. PROPN bracis-33577 308 2 neural neural PROPN bracis-33577 308 3 eng eng PROPN bracis-33577 308 4 . . PUNCT bracis-33577 308 5 ( ( PUNCT bracis-33577 308 6 2020 2020 NUM bracis-33577 308 7 ) ) PUNCT bracis-33577 308 8 . . PUNCT bracis-33577 309 1 https://doi.org/10.1088/1741-2552/aba162 https://doi.org/10.1088/1741-2552/aba162 ADV bracis-33577 309 2 nuwer nuwer NOUN bracis-33577 309 3 , , PUNCT bracis-33577 309 4 m.r m.r PROPN bracis-33577 309 5 . . PROPN bracis-33577 309 6 : : PUNCT bracis-33577 309 7 10–10 10–10 NUM bracis-33577 309 8 electrode electrode NOUN bracis-33577 309 9 system system NOUN bracis-33577 309 10 for for ADP bracis-33577 309 11 eeg eeg NOUN bracis-33577 309 12 recording recording NOUN bracis-33577 309 13 . . PUNCT bracis-33577 310 1 clin clin PROPN bracis-33577 310 2 . . PUNCT bracis-33577 311 1 neurophysiol neurophysiol PROPN bracis-33577 311 2 . . PUNCT bracis-33577 312 1 ( ( PUNCT bracis-33577 312 2 2018 2018 NUM bracis-33577 312 3 ) ) PUNCT bracis-33577 312 4 . . PUNCT bracis-33577 313 1 https://doi.org/10.1016/j.clinph.2018.01.065 https://doi.org/10.1016/j.clinph.2018.01.065 VERB bracis-33577 313 2 pacheco pacheco NOUN bracis-33577 313 3 - - PUNCT bracis-33577 313 4 barrios barrios PROPN bracis-33577 313 5 , , PUNCT bracis-33577 313 6 k. k. PROPN bracis-33577 313 7 , , PUNCT bracis-33577 313 8 et et PROPN bracis-33577 313 9 al al PROPN bracis-33577 313 10 . . PUNCT bracis-33577 313 11 : : PUNCT bracis-33577 314 1 burden burden NOUN bracis-33577 314 2 of of ADP bracis-33577 314 3 stroke stroke NOUN bracis-33577 314 4 and and CCONJ bracis-33577 314 5 population population NOUN bracis-33577 314 6 - - PUNCT bracis-33577 314 7 attributable attributable ADJ bracis-33577 314 8 fractions fraction NOUN bracis-33577 314 9 of of ADP bracis-33577 314 10 risk risk NOUN bracis-33577 314 11 factors factor NOUN bracis-33577 314 12 in in ADP bracis-33577 314 13 latin latin PROPN bracis-33577 314 14 america america PROPN bracis-33577 314 15 and and CCONJ bracis-33577 314 16 the the DET bracis-33577 314 17 caribbean caribbean PROPN bracis-33577 314 18 . . PUNCT bracis-33577 315 1 j. j. PROPN bracis-33577 315 2 am am PROPN bracis-33577 315 3 . . PUNCT bracis-33577 316 1 heart heart NOUN bracis-33577 316 2 assoc assoc PROPN bracis-33577 316 3 . . PUNCT bracis-33577 317 1 ( ( PUNCT bracis-33577 317 2 2022 2022 NUM bracis-33577 317 3 ) ) PUNCT bracis-33577 317 4 google google PROPN bracis-33577 317 5 scholar scholar NOUN bracis-33577 317 6     SPACE bracis-33577 317 7 samar samar PROPN bracis-33577 317 8 , , PUNCT bracis-33577 317 9 v.j v.j PROPN bracis-33577 317 10 . . PROPN bracis-33577 317 11 , , PUNCT bracis-33577 317 12 bopardikar bopardikar PROPN bracis-33577 317 13 , , PUNCT bracis-33577 317 14 a. a. PROPN bracis-33577 317 15 , , PUNCT bracis-33577 317 16 rao rao PROPN bracis-33577 317 17 , , PUNCT bracis-33577 317 18 r. r. PROPN bracis-33577 317 19 , , PUNCT bracis-33577 317 20 swartz swartz PROPN bracis-33577 317 21 , , PUNCT bracis-33577 317 22 k. k. PROPN bracis-33577 317 23 : : PUNCT bracis-33577 317 24 wavelet wavelet NOUN bracis-33577 317 25 analysis analysis NOUN bracis-33577 317 26 of of ADP bracis-33577 317 27 neuroelectric neuroelectric ADJ bracis-33577 317 28 waveforms waveform NOUN bracis-33577 317 29 : : PUNCT bracis-33577 317 30 a a DET bracis-33577 317 31 conceptual conceptual ADJ bracis-33577 317 32 tutorial tutorial NOUN bracis-33577 317 33 . . PUNCT bracis-33577 318 1 brain brain PROPN bracis-33577 318 2 lang lang PROPN bracis-33577 318 3 . . PUNCT bracis-33577 319 1 ( ( PUNCT bracis-33577 319 2 1999 1999 NUM bracis-33577 319 3 ) ) PUNCT bracis-33577 319 4 . . PUNCT bracis-33577 320 1 https://doi.org/10.1006/brln.1998.2024 https://doi.org/10.1006/brln.1998.2024 PROPN bracis-33577 320 2 de de X bracis-33577 320 3     SPACE bracis-33577 320 4 souza souza PROPN bracis-33577 320 5 , , PUNCT bracis-33577 320 6 g.h g.h PROPN bracis-33577 320 7 . . PROPN bracis-33577 320 8 , , PUNCT bracis-33577 320 9 bernardino bernardino PROPN bracis-33577 320 10 , , PUNCT bracis-33577 320 11 h.s h.s PROPN bracis-33577 320 12 . . PROPN bracis-33577 320 13 , , PUNCT bracis-33577 320 14 vieira vieira PROPN bracis-33577 320 15 , , PUNCT bracis-33577 320 16 a.b a.b PROPN bracis-33577 320 17 . . PROPN bracis-33577 320 18 , , PUNCT bracis-33577 320 19 barbosa barbosa PROPN bracis-33577 320 20 , , PUNCT bracis-33577 320 21 h.j.c h.j.c NOUN bracis-33577 320 22 . . PUNCT bracis-33577 320 23 : : PUNCT bracis-33577 320 24 differential differential ADJ bracis-33577 320 25 evolution evolution NOUN bracis-33577 320 26 based base VERB bracis-33577 320 27 spatial spatial ADJ bracis-33577 320 28 filter filter NOUN bracis-33577 320 29 optimization optimization NOUN bracis-33577 320 30 for for ADP bracis-33577 320 31 brain brain NOUN bracis-33577 320 32 - - PUNCT bracis-33577 320 33 computer computer NOUN bracis-33577 320 34 interface interface NOUN bracis-33577 320 35 . . PUNCT bracis-33577 321 1 in in ADP bracis-33577 321 2 : : PUNCT bracis-33577 321 3 proceedings proceeding NOUN bracis-33577 321 4 of of ADP bracis-33577 321 5 the the DET bracis-33577 321 6 genetic genetic ADJ bracis-33577 321 7 and and CCONJ bracis-33577 321 8 evolutionary evolutionary ADJ bracis-33577 321 9 computation computation NOUN bracis-33577 321 10 conference conference NOUN bracis-33577 321 11 ( ( PUNCT bracis-33577 321 12 2019 2019 NUM bracis-33577 321 13 ) ) PUNCT bracis-33577 321 14 . . PUNCT bracis-33577 322 1 https://doi.org/10.1145/3321707.3321791 https://doi.org/10.1145/3321707.3321791 PROPN bracis-33577 322 2 wang wang PROPN bracis-33577 322 3 , , PUNCT bracis-33577 322 4 x. x. PROPN bracis-33577 322 5 , , PUNCT bracis-33577 322 6 yang yang PROPN bracis-33577 322 7 , , PUNCT bracis-33577 322 8 r. r. PROPN bracis-33577 322 9 , , PUNCT bracis-33577 322 10 huang huang PROPN bracis-33577 322 11 , , PUNCT bracis-33577 322 12 m. m. NOUN bracis-33577 322 13 : : PUNCT bracis-33577 322 14 an an DET bracis-33577 322 15 unsupervised unsupervised ADJ bracis-33577 322 16 deep deep ADJ bracis-33577 322 17 - - PUNCT bracis-33577 322 18 transfer transfer NOUN bracis-33577 322 19 - - PUNCT bracis-33577 322 20 learning learning NOUN bracis-33577 322 21 - - PUNCT bracis-33577 322 22 based base VERB bracis-33577 322 23 motor motor NOUN bracis-33577 322 24 imagery imagery NOUN bracis-33577 322 25 eeg eeg NOUN bracis-33577 322 26 classification classification NOUN bracis-33577 322 27 scheme scheme NOUN bracis-33577 322 28 for for ADP bracis-33577 322 29 brain brain NOUN bracis-33577 322 30 - - PUNCT bracis-33577 322 31 computer computer NOUN bracis-33577 322 32 interface interface NOUN bracis-33577 322 33 . . PUNCT bracis-33577 323 1 sensors sensor NOUN bracis-33577 323 2 ( ( PUNCT bracis-33577 323 3 2022 2022 NUM bracis-33577 323 4 ) ) PUNCT bracis-33577 323 5 . . PUNCT bracis-33577 324 1 https://doi.org/10.3390/s22062241 https://doi.org/10.3390/s22062241 PROPN bracis-33577 324 2 article article NOUN bracis-33577 324 3     SPACE bracis-33577 324 4 math math NOUN bracis-33577 324 5     SPACE bracis-33577 324 6 google google PROPN bracis-33577 324 7 scholar scholar NOUN bracis-33577 324 8     SPACE bracis-33577 324 9 xu xu PROPN bracis-33577 324 10 , , PUNCT bracis-33577 324 11 l. l. PROPN bracis-33577 324 12 , , PUNCT bracis-33577 324 13 xu xu PROPN bracis-33577 324 14 , , PUNCT bracis-33577 324 15 m. m. NOUN bracis-33577 324 16 , , PUNCT bracis-33577 324 17 ma ma PROPN bracis-33577 324 18 , , PUNCT bracis-33577 324 19 z. z. PROPN bracis-33577 324 20 , , PUNCT bracis-33577 324 21 wang wang PROPN bracis-33577 324 22 , , PUNCT bracis-33577 324 23 k. k. PROPN bracis-33577 324 24 , , PUNCT bracis-33577 324 25 jung jung PROPN bracis-33577 324 26 , , PUNCT bracis-33577 324 27 t.p t.p PROPN bracis-33577 324 28 . . PROPN bracis-33577 324 29 , , PUNCT bracis-33577 324 30 ming ming PROPN bracis-33577 324 31 , , PUNCT bracis-33577 324 32 d. d. PROPN bracis-33577 324 33 : : PUNCT bracis-33577 324 34 enhancing enhance VERB bracis-33577 324 35 transfer transfer NOUN bracis-33577 324 36 performance performance NOUN bracis-33577 324 37 across across ADP bracis-33577 324 38 datasets dataset NOUN bracis-33577 324 39 for for ADP bracis-33577 324 40 brain brain NOUN bracis-33577 324 41 - - PUNCT bracis-33577 324 42 computer computer NOUN bracis-33577 324 43 interfaces interface NOUN bracis-33577 324 44 using use VERB bracis-33577 324 45 a a DET bracis-33577 324 46 combination combination NOUN bracis-33577 324 47 of of ADP bracis-33577 324 48 alignment alignment NOUN bracis-33577 324 49 strategies strategy NOUN bracis-33577 324 50 and and CCONJ bracis-33577 324 51 adaptive adaptive ADJ bracis-33577 324 52 batch batch NOUN bracis-33577 324 53 normalization normalization NOUN bracis-33577 324 54 . . PUNCT bracis-33577 325 1 j. j. PROPN bracis-33577 325 2 neural neural PROPN bracis-33577 325 3 eng eng PROPN bracis-33577 325 4 . . PUNCT bracis-33577 325 5 ( ( PUNCT bracis-33577 325 6 2021 2021 NUM bracis-33577 325 7 ) ) PUNCT bracis-33577 325 8 . . PUNCT bracis-33577 326 1 https://doi.org/10.1088/1741-2552/ac1ed2 https://doi.org/10.1088/1741-2552/ac1ed2 PROPN bracis-33577 326 2 yu yu PROPN bracis-33577 326 3 , , PUNCT bracis-33577 326 4 h. h. PROPN bracis-33577 326 5 , , PUNCT bracis-33577 326 6 ba ba PROPN bracis-33577 326 7 , , PUNCT bracis-33577 326 8 s. s. PROPN bracis-33577 326 9 , , PUNCT bracis-33577 326 10 guo guo PROPN bracis-33577 326 11 , , PUNCT bracis-33577 326 12 y. y. PROPN bracis-33577 326 13 , , PUNCT bracis-33577 326 14 guo guo PROPN bracis-33577 326 15 , , PUNCT bracis-33577 326 16 l. l. PROPN bracis-33577 326 17 , , PUNCT bracis-33577 326 18 xu xu PROPN bracis-33577 326 19 , , PUNCT bracis-33577 326 20 g. g. PROPN bracis-33577 326 21 : : PUNCT bracis-33577 326 22 effects effect NOUN bracis-33577 326 23 of of ADP bracis-33577 326 24 motor motor NOUN bracis-33577 326 25 imagery imagery NOUN bracis-33577 326 26 tasks task NOUN bracis-33577 326 27 on on ADP bracis-33577 326 28 brain brain NOUN bracis-33577 326 29 functional functional ADJ bracis-33577 326 30 networks network NOUN bracis-33577 326 31 based base VERB bracis-33577 326 32 on on ADP bracis-33577 326 33 eeg eeg PROPN bracis-33577 326 34 mu mu PROPN bracis-33577 326 35 / / SYM bracis-33577 326 36 beta beta NOUN bracis-33577 326 37 rhythm rhythm NOUN bracis-33577 326 38 . . PUNCT bracis-33577 327 1 brain brain PROPN bracis-33577 327 2 sci sci PROPN bracis-33577 327 3 . . PUNCT bracis-33577 327 4 ( ( PUNCT bracis-33577 327 5 2022 2022 NUM bracis-33577 327 6 ) ) PUNCT bracis-33577 327 7 . . PUNCT bracis-33577 328 1 https://doi.org/10.3390/brainsci12020194 https://doi.org/10.3390/brainsci12020194 PROPN bracis-33577 328 2 download download PROPN bracis-33577 328 3 references reference NOUN bracis-33577 328 4 acknowledgements acknowledgement VERB bracis-33577 328 5 the the DET bracis-33577 328 6 authors author NOUN bracis-33577 328 7 thank thank VERB bracis-33577 328 8 the the DET bracis-33577 328 9 support support NOUN bracis-33577 328 10 provided provide VERB bracis-33577 328 11 by by ADP bracis-33577 328 12 capes cape NOUN bracis-33577 328 13 , , PUNCT bracis-33577 328 14 cnpq cnpq PROPN bracis-33577 328 15 , , PUNCT bracis-33577 328 16 fapemig fapemig PROPN bracis-33577 328 17 , , PUNCT bracis-33577 328 18 ufjf ufjf NOUN bracis-33577 328 19 , , PUNCT bracis-33577 328 20 and and CCONJ bracis-33577 328 21 openbci openbci PROPN bracis-33577 328 22 . . PUNCT bracis-33577 329 1 author author NOUN bracis-33577 329 2 information information NOUN bracis-33577 329 3 authors author NOUN bracis-33577 329 4 and and CCONJ bracis-33577 329 5 affiliations affiliation NOUN bracis-33577 329 6 federal federal PROPN bracis-33577 329 7 university university PROPN bracis-33577 329 8 of of ADP bracis-33577 329 9 juiz juiz PROPN bracis-33577 329 10 de de PROPN bracis-33577 329 11 fora fora PROPN bracis-33577 329 12 ( ( PUNCT bracis-33577 329 13 ufjf ufjf NOUN bracis-33577 329 14 ) ) PUNCT bracis-33577 329 15 , , PUNCT bracis-33577 329 16 juiz juiz PROPN bracis-33577 329 17 de de PROPN bracis-33577 329 18 fora fora PROPN bracis-33577 329 19 , , PUNCT bracis-33577 329 20 mg mg PROPN bracis-33577 329 21 , , PUNCT bracis-33577 329 22 brazil brazil PROPN bracis-33577 329 23 marcelo marcelo PROPN bracis-33577 329 24 m. m. PROPN bracis-33577 329 25 amorim amorim PROPN bracis-33577 329 26 , , PUNCT bracis-33577 329 27     SPACE bracis-33577 329 28 leonardo leonardo PROPN bracis-33577 329 29 prata prata PROPN bracis-33577 329 30 , , PUNCT bracis-33577 329 31     SPACE bracis-33577 329 32 joão joão PROPN bracis-33577 329 33 stephan stephan PROPN bracis-33577 329 34 maurício maurício PROPN bracis-33577 329 35 , , PUNCT bracis-33577 329 36     SPACE bracis-33577 329 37 alex alex PROPN bracis-33577 329 38 borges borges PROPN bracis-33577 329 39 , , PUNCT bracis-33577 329 40     SPACE bracis-33577 329 41 heder heder PROPN bracis-33577 329 42 bernardino bernardino PROPN bracis-33577 329 43     SPACE bracis-33577 329 44 & & CCONJ bracis-33577 329 45     SPACE bracis-33577 329 46 gabriel gabriel PROPN bracis-33577 329 47 de de PROPN bracis-33577 329 48 souza souza PROPN bracis-33577 329 49 authors author NOUN bracis-33577 329 50 marcelo marcelo PROPN bracis-33577 329 51 m. m. PROPN bracis-33577 329 52 amorimview amorimview NOUN bracis-33577 329 53 author author NOUN bracis-33577 329 54 publications publication VERB bracis-33577 329 55 search search NOUN bracis-33577 329 56 author author NOUN bracis-33577 329 57 on on ADP bracis-33577 329 58 : : PUNCT bracis-33577 329 59 pubmed pubmed PROPN bracis-33577 329 60     SPACE bracis-33577 329 61 google google PROPN bracis-33577 329 62 scholar scholar PROPN bracis-33577 329 63 leonardo leonardo PROPN bracis-33577 329 64 prataview prataview NOUN bracis-33577 329 65 author author NOUN bracis-33577 329 66 publications publication NOUN bracis-33577 329 67 search search NOUN bracis-33577 329 68 author author NOUN bracis-33577 329 69 on on ADP bracis-33577 329 70 : : PUNCT bracis-33577 329 71 pubmed pubmed PROPN bracis-33577 329 72     SPACE bracis-33577 329 73 google google PROPN bracis-33577 329 74 scholar scholar PROPN bracis-33577 329 75 joão joão PROPN bracis-33577 329 76 stephan stephan PROPN bracis-33577 329 77 maurícioview maurícioview PROPN bracis-33577 329 78 author author NOUN bracis-33577 329 79 publications publication NOUN bracis-33577 329 80 search search NOUN bracis-33577 329 81 author author NOUN bracis-33577 329 82 on on ADP bracis-33577 329 83 : : PUNCT bracis-33577 329 84 pubmed pubmed PROPN bracis-33577 329 85     SPACE bracis-33577 329 86 google google PROPN bracis-33577 329 87 scholar scholar PROPN bracis-33577 329 88 alex alex PROPN bracis-33577 329 89 borgesview borgesview PROPN bracis-33577 329 90 author author NOUN bracis-33577 329 91 publications publication NOUN bracis-33577 329 92 search search NOUN bracis-33577 329 93 author author NOUN bracis-33577 329 94 on on ADP bracis-33577 329 95 : : PUNCT bracis-33577 329 96 pubmed pubmed PROPN bracis-33577 329 97     SPACE bracis-33577 329 98 google google PROPN bracis-33577 329 99 scholar scholar NOUN bracis-33577 329 100 heder heder PROPN bracis-33577 329 101 bernardinoview bernardinoview PROPN bracis-33577 329 102 author author NOUN bracis-33577 329 103 publications publication NOUN bracis-33577 329 104 search search NOUN bracis-33577 329 105 author author NOUN bracis-33577 329 106 on on ADP bracis-33577 329 107 : : PUNCT bracis-33577 329 108 pubmed pubmed PROPN bracis-33577 329 109     SPACE bracis-33577 329 110 google google PROPN bracis-33577 329 111 scholar scholar NOUN bracis-33577 329 112 gabriel gabriel PROPN bracis-33577 329 113 de de PROPN bracis-33577 329 114 souzaview souzaview PROPN bracis-33577 329 115 author author NOUN bracis-33577 329 116 publications publication NOUN bracis-33577 329 117 search search NOUN bracis-33577 329 118 author author NOUN bracis-33577 329 119 on on ADP bracis-33577 329 120 : : PUNCT bracis-33577 329 121 pubmed pubmed PROPN bracis-33577 329 122     SPACE bracis-33577 329 123 google google PROPN bracis-33577 329 124 scholar scholar NOUN bracis-33577 329 125 corresponding correspond VERB bracis-33577 329 126 author author NOUN bracis-33577 329 127 correspondence correspondence NOUN bracis-33577 329 128 to to ADP bracis-33577 329 129 marcelo marcelo PROPN bracis-33577 329 130 m. m. PROPN bracis-33577 329 131 amorim amorim PROPN bracis-33577 329 132 . . PUNCT bracis-33577 330 1 editor editor NOUN bracis-33577 330 2 information information NOUN bracis-33577 330 3 editors editor NOUN bracis-33577 330 4 and and CCONJ bracis-33577 330 5 affiliations affiliation NOUN bracis-33577 330 6 universidade universidade VERB bracis-33577 330 7 federal federal PROPN bracis-33577 330 8 fluminense fluminense PROPN bracis-33577 330 9 , , PUNCT bracis-33577 330 10 niterói niterói PROPN bracis-33577 330 11 , , PUNCT bracis-33577 330 12 brazil brazil PROPN bracis-33577 330 13 aline aline PROPN bracis-33577 330 14 paes paes PROPN bracis-33577 330 15 instituto instituto PROPN bracis-33577 330 16 tecnológico tecnológico PROPN bracis-33577 330 17 de de PROPN bracis-33577 330 18 aeronáutica aeronáutica PROPN bracis-33577 330 19 , , PUNCT bracis-33577 330 20 são são PROPN bracis-33577 330 21 josé josé PROPN bracis-33577 330 22 dos dos PROPN bracis-33577 330 23 campos campos PROPN bracis-33577 330 24 , , PUNCT bracis-33577 330 25 brazil brazil PROPN bracis-33577 330 26 filipe filipe PROPN bracis-33577 330 27 a. a. PROPN bracis-33577 330 28 n. n. PROPN bracis-33577 330 29 verri verri PROPN bracis-33577 330 30 rights right NOUN bracis-33577 330 31 and and CCONJ bracis-33577 330 32 permissions permission NOUN bracis-33577 330 33 reprints reprint NOUN bracis-33577 330 34 and and CCONJ bracis-33577 330 35 permissions permission VERB bracis-33577 330 36 copyright copyright NOUN bracis-33577 330 37 information information NOUN bracis-33577 330 38 © © ADP bracis-33577 330 39 2025 2025 NUM bracis-33577 330 40 the the DET bracis-33577 330 41 author(s author(s NOUN bracis-33577 330 42 ) ) PUNCT bracis-33577 330 43 , , PUNCT bracis-33577 330 44 under under ADP bracis-33577 330 45 exclusive exclusive ADJ bracis-33577 330 46 license license NOUN bracis-33577 330 47 to to ADP bracis-33577 330 48 springer springer NOUN bracis-33577 330 49 nature nature PROPN bracis-33577 330 50 switzerland switzerland PROPN bracis-33577 330 51 ag ag PROPN bracis-33577 330 52 about about ADP bracis-33577 330 53 this this DET bracis-33577 330 54 paper paper NOUN bracis-33577 330 55 cite cite VERB bracis-33577 330 56 this this DET bracis-33577 330 57 paper paper NOUN bracis-33577 330 58 amorim amorim NOUN bracis-33577 330 59 , , PUNCT bracis-33577 330 60 m.m m.m PROPN bracis-33577 330 61 . . PROPN bracis-33577 330 62 , , PUNCT bracis-33577 330 63 prata prata PROPN bracis-33577 330 64 , , PUNCT bracis-33577 330 65 l. l. PROPN bracis-33577 330 66 , , PUNCT bracis-33577 330 67 maurício maurício NOUN bracis-33577 330 68 , , PUNCT bracis-33577 330 69 j.s j.s PROPN bracis-33577 330 70 . . PROPN bracis-33577 330 71 , , PUNCT bracis-33577 330 72 borges borges PROPN bracis-33577 330 73 , , PUNCT bracis-33577 330 74 a. a. NOUN bracis-33577 330 75 , , PUNCT bracis-33577 330 76 bernardino bernardino PROPN bracis-33577 330 77 , , PUNCT bracis-33577 330 78 h. h. PROPN bracis-33577 330 79 , , PUNCT bracis-33577 330 80 de de PROPN bracis-33577 330 81 souza souza PROPN bracis-33577 330 82 , , PUNCT bracis-33577 330 83 g. g. PROPN bracis-33577 330 84 ( ( PUNCT bracis-33577 330 85 2025 2025 NUM bracis-33577 330 86 ) ) PUNCT bracis-33577 330 87 . . PUNCT bracis-33577 331 1 euclidean euclidean ADJ bracis-33577 331 2 alignment alignment NOUN bracis-33577 331 3 for for ADP bracis-33577 331 4     SPACE bracis-33577 331 5 transfer transfer NOUN bracis-33577 331 6 learning learning NOUN bracis-33577 331 7 in in ADP bracis-33577 331 8     SPACE bracis-33577 331 9 multi multi ADJ bracis-33577 331 10 - - ADJ bracis-33577 331 11 band band ADJ bracis-33577 331 12 common common ADJ bracis-33577 331 13 spatial spatial ADJ bracis-33577 331 14 pattern pattern NOUN bracis-33577 331 15 . . PUNCT bracis-33577 332 1 in in ADP bracis-33577 332 2 : : PUNCT bracis-33577 332 3 paes paes PROPN bracis-33577 332 4 , , PUNCT bracis-33577 332 5 a. a. PROPN bracis-33577 332 6 , , PUNCT bracis-33577 332 7 verri verri NOUN bracis-33577 332 8 , , PUNCT bracis-33577 332 9 f.a.n f.a.n ADJ bracis-33577 332 10 . . PUNCT bracis-33577 332 11 ( ( PUNCT bracis-33577 332 12 eds ed NOUN bracis-33577 332 13 ) ) PUNCT bracis-33577 332 14 intelligent intelligent ADJ bracis-33577 332 15 systems system NOUN bracis-33577 332 16 . . PUNCT bracis-33577 332 17 bracis bracis PROPN bracis-33577 332 18 2024 2024 NUM bracis-33577 332 19 . . PUNCT bracis-33577 333 1 lecture lecture NOUN bracis-33577 333 2 notes note NOUN bracis-33577 333 3 in in ADP bracis-33577 333 4 computer computer NOUN bracis-33577 333 5 science science NOUN bracis-33577 333 6 ( ( PUNCT bracis-33577 333 7 ) ) PUNCT bracis-33577 333 8 , , PUNCT bracis-33577 333 9 vol vol NOUN bracis-33577 333 10 15412 15412 NUM bracis-33577 333 11 . . PUNCT bracis-33577 334 1 springer springer NOUN bracis-33577 334 2 , , PUNCT bracis-33577 334 3 cham cham PROPN bracis-33577 334 4 . . PUNCT bracis-33577 335 1 https://doi.org/10.1007/978-3-031-79029-4_30 https://doi.org/10.1007/978-3-031-79029-4_30 PROPN bracis-33577 335 2 download download NOUN bracis-33577 335 3 citation citation NOUN bracis-33577 335 4 .ris .ris PUNCT bracis-33577 335 5 .enw .enw PROPN bracis-33577 335 6 .bib .bib PUNCT bracis-33577 336 1 doi doi PROPN bracis-33577 336 2 : : PUNCT bracis-33577 336 3 https://doi.org/10.1007/978-3-031-79029-4_30 https://doi.org/10.1007/978-3-031-79029-4_30 PROPN bracis-33577 336 4 published publish VERB bracis-33577 336 5 : : PUNCT bracis-33577 336 6 30 30 NUM bracis-33577 336 7 january january PROPN bracis-33577 336 8 2025 2025 NUM bracis-33577 336 9 publisher publisher NOUN bracis-33577 336 10 name name NOUN bracis-33577 336 11 : : PUNCT bracis-33577 336 12 springer springer NOUN bracis-33577 336 13 , , PUNCT bracis-33577 336 14 cham cham PROPN bracis-33577 336 15 print print PROPN bracis-33577 336 16 isbn isbn PROPN bracis-33577 336 17 : : PUNCT bracis-33577 336 18 978 978 NUM bracis-33577 336 19 - - SYM bracis-33577 336 20 3 3 NUM bracis-33577 336 21 - - PUNCT bracis-33577 336 22 031 031 NUM bracis-33577 336 23 - - PUNCT bracis-33577 336 24 79028 79028 NUM bracis-33577 336 25 - - SYM bracis-33577 336 26 7 7 NUM bracis-33577 336 27 online online ADJ bracis-33577 336 28 isbn isbn NOUN bracis-33577 336 29 : : PUNCT bracis-33577 336 30 978 978 NUM bracis-33577 336 31 - - SYM bracis-33577 336 32 3 3 NUM bracis-33577 336 33 - - PUNCT bracis-33577 336 34 031 031 NUM bracis-33577 336 35 - - PUNCT bracis-33577 336 36 79029 79029 NUM bracis-33577 336 37 - - SYM bracis-33577 336 38 4 4 NUM bracis-33577 336 39 ebook ebook NOUN bracis-33577 336 40 packages package NOUN bracis-33577 336 41 : : PUNCT bracis-33577 336 42 computer computer NOUN bracis-33577 336 43 sciencecomputer sciencecomputer NOUN bracis-33577 336 44 science science NOUN bracis-33577 336 45 ( ( PUNCT bracis-33577 336 46 r0 r0 NOUN bracis-33577 336 47 ) ) PUNCT bracis-33577 336 48 share share VERB bracis-33577 336 49 this this DET bracis-33577 336 50 paper paper NOUN bracis-33577 336 51 anyone anyone PRON bracis-33577 336 52 you you PRON bracis-33577 336 53 share share VERB bracis-33577 336 54 the the DET bracis-33577 336 55 following follow VERB bracis-33577 336 56 link link NOUN bracis-33577 336 57 with with ADP bracis-33577 336 58 will will AUX bracis-33577 336 59 be be AUX bracis-33577 336 60 able able ADJ bracis-33577 336 61 to to PART bracis-33577 336 62 read read VERB bracis-33577 336 63 this this DET bracis-33577 336 64 content content NOUN bracis-33577 336 65 : : PUNCT bracis-33577 336 66 get get VERB bracis-33577 336 67 shareable shareable ADJ bracis-33577 336 68 linksorry linksorry NOUN bracis-33577 336 69 , , PUNCT bracis-33577 336 70 a a DET bracis-33577 336 71 shareable shareable ADJ bracis-33577 336 72 link link NOUN bracis-33577 336 73 is be AUX bracis-33577 336 74 not not PART bracis-33577 336 75 currently currently ADV bracis-33577 336 76 available available ADJ bracis-33577 336 77 for for ADP bracis-33577 336 78 this this DET bracis-33577 336 79 article article NOUN bracis-33577 336 80 . . PUNCT bracis-33577 337 1 copy copy VERB bracis-33577 337 2 shareable shareable ADJ bracis-33577 337 3 link link NOUN bracis-33577 337 4 to to PART bracis-33577 337 5 clipboard clipboard NOUN bracis-33577 337 6 provided provide VERB bracis-33577 337 7 by by ADP bracis-33577 337 8 the the DET bracis-33577 337 9 springer springer NOUN bracis-33577 337 10 nature nature PROPN bracis-33577 337 11 sharedit sharedit PROPN bracis-33577 337 12 content content NOUN bracis-33577 337 13 - - PUNCT bracis-33577 337 14 sharing share VERB bracis-33577 337 15 initiative initiative NOUN bracis-33577 337 16 keywords keyword NOUN bracis-33577 337 17 electroencephalogram electroencephalogram VERB bracis-33577 337 18 motor motor NOUN bracis-33577 337 19 imagery imagery NOUN bracis-33577 337 20 brain brain NOUN bracis-33577 337 21 - - PUNCT bracis-33577 337 22 machine machine NOUN bracis-33577 337 23 interface interface NOUN bracis-33577 337 24 medical medical ADJ bracis-33577 337 25 applications application NOUN bracis-33577 337 26 publish publish VERB bracis-33577 337 27 with with ADP bracis-33577 337 28 us us PROPN bracis-33577 337 29 policies policy NOUN bracis-33577 337 30 and and CCONJ bracis-33577 337 31 ethics ethic NOUN bracis-33577 337 32 profiles profile NOUN bracis-33577 337 33 marcelo marcelo PROPN bracis-33577 337 34 m. m. PROPN bracis-33577 337 35 amorim amorim PROPN bracis-33577 337 36 view view PROPN bracis-33577 337 37 author author NOUN bracis-33577 337 38 profile profile PROPN bracis-33577 337 39 alex alex PROPN bracis-33577 337 40 borges borges PROPN bracis-33577 337 41 view view NOUN bracis-33577 337 42 author author NOUN bracis-33577 337 43 profile profile NOUN bracis-33577 337 44 search search NOUN bracis-33577 337 45 search search NOUN bracis-33577 337 46 by by ADP bracis-33577 337 47 keyword keyword NOUN bracis-33577 337 48 or or CCONJ bracis-33577 337 49 author author NOUN bracis-33577 337 50 search search NOUN bracis-33577 337 51 navigation navigation NOUN bracis-33577 337 52 find find VERB bracis-33577 337 53 a a DET bracis-33577 337 54 journal journal NOUN bracis-33577 337 55 publish publish VERB bracis-33577 337 56 with with ADP bracis-33577 337 57 us we PRON bracis-33577 337 58 track track VERB bracis-33577 337 59 your your PRON bracis-33577 337 60 research research NOUN bracis-33577 337 61 discover discover VERB bracis-33577 337 62 content content NOUN bracis-33577 337 63 journals journal NOUN bracis-33577 337 64 a a DET bracis-33577 337 65 - - PUNCT bracis-33577 337 66 z z NOUN bracis-33577 337 67 books book NOUN bracis-33577 337 68 a a DET bracis-33577 337 69 - - PUNCT bracis-33577 337 70 z z NOUN bracis-33577 337 71 publish publish NOUN bracis-33577 337 72 with with ADP bracis-33577 337 73 us us PROPN bracis-33577 337 74 journal journal PROPN bracis-33577 337 75 finder finder PROPN bracis-33577 337 76 publish publish VERB bracis-33577 337 77 your your PRON bracis-33577 337 78 research research NOUN bracis-33577 337 79 language language NOUN bracis-33577 337 80 editing edit VERB bracis-33577 337 81 open open ADJ bracis-33577 337 82 access access NOUN bracis-33577 337 83 publishing publishing NOUN bracis-33577 337 84 products product NOUN bracis-33577 337 85 and and CCONJ bracis-33577 337 86 services service NOUN bracis-33577 337 87 our our PRON bracis-33577 337 88 products product NOUN bracis-33577 337 89 librarians librarian VERB bracis-33577 337 90 societies society NOUN bracis-33577 337 91 partners partner NOUN bracis-33577 337 92 and and CCONJ bracis-33577 337 93 advertisers advertiser NOUN bracis-33577 337 94 our our PRON bracis-33577 337 95 brands brand NOUN bracis-33577 337 96 springer springer NOUN bracis-33577 337 97 nature nature PROPN bracis-33577 337 98 portfolio portfolio PROPN bracis-33577 337 99 bmc bmc PROPN bracis-33577 337 100 palgrave palgrave PROPN bracis-33577 337 101 macmillan macmillan PROPN bracis-33577 337 102 apress apress PROPN bracis-33577 337 103 discover discover VERB bracis-33577 337 104 your your PRON bracis-33577 337 105 privacy privacy NOUN bracis-33577 337 106 choices choice NOUN bracis-33577 337 107 / / SYM bracis-33577 337 108 manage manage NOUN bracis-33577 337 109 cookies cookie NOUN bracis-33577 337 110 your your PRON bracis-33577 337 111 us us PROPN bracis-33577 338 1 state state NOUN bracis-33577 338 2 privacy privacy NOUN bracis-33577 338 3 rights right NOUN bracis-33577 338 4 accessibility accessibility NOUN bracis-33577 338 5 statement statement NOUN bracis-33577 338 6 terms term NOUN bracis-33577 338 7 and and CCONJ bracis-33577 338 8 conditions condition NOUN bracis-33577 338 9 privacy privacy NOUN bracis-33577 338 10 policy policy NOUN bracis-33577 338 11 help help NOUN bracis-33577 338 12 and and CCONJ bracis-33577 338 13 support support VERB bracis-33577 338 14 legal legal ADJ bracis-33577 338 15 notice notice NOUN bracis-33577 338 16 cancel cancel VERB bracis-33577 338 17 contracts contract NOUN bracis-33577 338 18 here here ADV bracis-33577 338 19 129.74.145.123 129.74.145.123 NUM bracis-33577 338 20 hesburgh hesburgh PROPN bracis-33577 338 21 library library PROPN bracis-33577 338 22 er er INTJ bracis-33577 338 23 unit unit NOUN bracis-33577 338 24 ( ( PUNCT bracis-33577 338 25 3005732405 3005732405 NUM bracis-33577 338 26 ) ) PUNCT bracis-33577 338 27 northeast northeast ADJ bracis-33577 338 28 research research NOUN bracis-33577 338 29 libraries library NOUN bracis-33577 338 30 ( ( PUNCT bracis-33577 338 31 nerl nerl PROPN bracis-33577 338 32 ) ) PUNCT bracis-33577 338 33 ( ( PUNCT bracis-33577 338 34 8200828607 8200828607 NUM bracis-33577 338 35 ) ) PUNCT bracis-33577 338 36 nerl nerl VERB bracis-33577 338 37 ta ta X bracis-33577 338 38 account account NOUN bracis-33577 338 39 ( ( PUNCT bracis-33577 338 40 3006206169 3006206169 NUM bracis-33577 338 41 ) ) PUNCT bracis-33577 338 42 university university NOUN bracis-33577 338 43 of of ADP bracis-33577 338 44 notre notre PROPN bracis-33577 338 45 dame dame PROPN bracis-33577 338 46 hesburgh hesburgh PROPN bracis-33577 338 47 library library NOUN bracis-33577 338 48 ( ( PUNCT bracis-33577 338 49 3000184373 3000184373 NUM bracis-33577 338 50 ) ) PUNCT bracis-33577 339 1 © © ADP bracis-33577 339 2 2025 2025 NUM bracis-33577 339 3 springer springer NOUN bracis-33577 339 4 nature nature NOUN