id sid tid token lemma pos bracis-33652 1 1 automated automate VERB bracis-33652 1 2 and and CCONJ bracis-33652 1 3     SPACE bracis-33652 1 4 intelligent intelligent ADJ bracis-33652 1 5 vocational vocational ADJ bracis-33652 1 6 guidance guidance NOUN bracis-33652 1 7 system system NOUN bracis-33652 1 8 for for ADP bracis-33652 1 9     SPACE bracis-33652 1 10 classifying classify VERB bracis-33652 1 11 specialties specialty NOUN bracis-33652 1 12 based base VERB bracis-33652 1 13 on on ADP bracis-33652 1 14     SPACE bracis-33652 1 15 poscomp poscomp NOUN bracis-33652 1 16 microdata microdata NOUN bracis-33652 1 17 | | CCONJ bracis-33652 1 18 springer springer NOUN bracis-33652 1 19 nature nature NOUN bracis-33652 1 20 link link PROPN bracis-33652 1 21 ( ( PUNCT bracis-33652 1 22 formerly formerly ADV bracis-33652 1 23 springerlink springerlink NOUN bracis-33652 1 24 ) ) PUNCT bracis-33652 1 25 skip skip VERB bracis-33652 1 26 to to ADP bracis-33652 1 27 main main ADJ bracis-33652 1 28 content content NOUN bracis-33652 1 29 advertisement advertisement NOUN bracis-33652 1 30 log log NOUN bracis-33652 1 31 in in ADP bracis-33652 1 32 menu menu NOUN bracis-33652 1 33 find find VERB bracis-33652 1 34 a a DET bracis-33652 1 35 journal journal NOUN bracis-33652 1 36 publish publish VERB bracis-33652 1 37 with with ADP bracis-33652 1 38 us we PRON bracis-33652 1 39 track track VERB bracis-33652 1 40 your your PRON bracis-33652 1 41 research research NOUN bracis-33652 1 42 search search NOUN bracis-33652 1 43 cart cart NOUN bracis-33652 1 44 home home NOUN bracis-33652 1 45 intelligent intelligent ADJ bracis-33652 1 46 systems system NOUN bracis-33652 1 47 conference conference NOUN bracis-33652 1 48 paper paper NOUN bracis-33652 1 49 automated automate VERB bracis-33652 1 50 and and CCONJ bracis-33652 1 51     SPACE bracis-33652 1 52 intelligent intelligent ADJ bracis-33652 1 53 vocational vocational ADJ bracis-33652 1 54 guidance guidance NOUN bracis-33652 1 55 system system NOUN bracis-33652 1 56 for for ADP bracis-33652 1 57     SPACE bracis-33652 1 58 classifying classify VERB bracis-33652 1 59 specialties specialty NOUN bracis-33652 1 60 based base VERB bracis-33652 1 61 on on ADP bracis-33652 1 62     SPACE bracis-33652 1 63 poscomp poscomp NOUN bracis-33652 1 64 microdata microdata NOUN bracis-33652 1 65 conference conference NOUN bracis-33652 1 66 paper paper NOUN bracis-33652 1 67 first first ADV bracis-33652 1 68 online online ADV bracis-33652 1 69 : : PUNCT bracis-33652 1 70 31 31 NUM bracis-33652 1 71 january january NOUN bracis-33652 1 72 2025 2025 NUM bracis-33652 1 73 pp pp ADV bracis-33652 2 1 93–106 93–106 NUM bracis-33652 2 2 cite cite VERB bracis-33652 2 3 this this DET bracis-33652 2 4 conference conference NOUN bracis-33652 2 5 paper paper NOUN bracis-33652 2 6 access access NOUN bracis-33652 2 7 provided provide VERB bracis-33652 2 8 by by ADP bracis-33652 2 9 university university PROPN bracis-33652 2 10 of of ADP bracis-33652 2 11 notre notre PROPN bracis-33652 2 12 dame dame PROPN bracis-33652 2 13 hesburgh hesburgh PROPN bracis-33652 2 14 library library PROPN bracis-33652 2 15 download download PROPN bracis-33652 2 16 book book NOUN bracis-33652 2 17 pdf pdf PROPN bracis-33652 2 18 download download NOUN bracis-33652 2 19 book book NOUN bracis-33652 2 20 epub epub PROPN bracis-33652 2 21 intelligent intelligent ADJ bracis-33652 2 22 systems system NOUN bracis-33652 2 23 ( ( PUNCT bracis-33652 2 24 bracis bracis NOUN bracis-33652 2 25 2024 2024 NUM bracis-33652 2 26 ) ) PUNCT bracis-33652 2 27 automated automate VERB bracis-33652 2 28 and and CCONJ bracis-33652 2 29     SPACE bracis-33652 2 30 intelligent intelligent ADJ bracis-33652 2 31 vocational vocational ADJ bracis-33652 2 32 guidance guidance NOUN bracis-33652 2 33 system system NOUN bracis-33652 2 34 for for ADP bracis-33652 2 35     SPACE bracis-33652 2 36 classifying classify VERB bracis-33652 2 37 specialties specialty NOUN bracis-33652 2 38 based base VERB bracis-33652 2 39 on on ADP bracis-33652 2 40     SPACE bracis-33652 2 41 poscomp poscomp NOUN bracis-33652 2 42 microdata microdata NOUN bracis-33652 2 43 download download NOUN bracis-33652 2 44 book book NOUN bracis-33652 2 45 pdf pdf PROPN bracis-33652 2 46 download download NOUN bracis-33652 2 47 book book PROPN bracis-33652 2 48 epub epub PROPN bracis-33652 2 49 jean jean PROPN bracis-33652 2 50 carlos carlos PROPN bracis-33652 2 51 costa costa PROPN bracis-33652 2 52     SPACE bracis-33652 2 53 orcid orcid PROPN bracis-33652 2 54 : : PUNCT bracis-33652 2 55 orcid.org/0000-0001-5210-55079 orcid.org/0000-0001-5210-55079 PROPN bracis-33652 2 56 & & CCONJ bracis-33652 2 57 reginaldo reginaldo PROPN bracis-33652 2 58 santos santos PROPN bracis-33652 2 59     SPACE bracis-33652 2 60 orcid orcid NOUN bracis-33652 2 61 : : PUNCT bracis-33652 2 62 orcid.org/0000-0002-0456-85479 orcid.org/0000-0002-0456-85479 ADJ bracis-33652 2 63     SPACE bracis-33652 2 64 part part NOUN bracis-33652 2 65 of of ADP bracis-33652 2 66 the the DET bracis-33652 2 67 book book NOUN bracis-33652 2 68 series series NOUN bracis-33652 2 69 : : PUNCT bracis-33652 2 70 lecture lecture NOUN bracis-33652 2 71 notes note NOUN bracis-33652 2 72 in in ADP bracis-33652 2 73 computer computer NOUN bracis-33652 2 74 science science NOUN bracis-33652 2 75 ( ( PUNCT bracis-33652 2 76 ( ( PUNCT bracis-33652 2 77 lnai lnai ADJ bracis-33652 2 78 , , PUNCT bracis-33652 2 79 volume volume NOUN bracis-33652 2 80 15415 15415 NUM bracis-33652 2 81 ) ) PUNCT bracis-33652 2 82 ) ) PUNCT bracis-33652 2 83 included include VERB bracis-33652 2 84 in in ADP bracis-33652 2 85 the the DET bracis-33652 2 86 following follow VERB bracis-33652 2 87 conference conference NOUN bracis-33652 2 88 series series NOUN bracis-33652 2 89 : : PUNCT bracis-33652 2 90 brazilian brazilian ADJ bracis-33652 2 91 conference conference NOUN bracis-33652 2 92 on on ADP bracis-33652 2 93 intelligent intelligent ADJ bracis-33652 2 94 systems system NOUN bracis-33652 2 95 216 216 NUM bracis-33652 2 96 accesses access NOUN bracis-33652 2 97 abstract abstract VERB bracis-33652 2 98 the the DET bracis-33652 2 99 national national ADJ bracis-33652 2 100 examination examination NOUN bracis-33652 2 101 for for SCONJ bracis-33652 2 102 admission admission NOUN bracis-33652 2 103 to to PART bracis-33652 2 104 postgraduate postgraduate VERB bracis-33652 2 105 studies study NOUN bracis-33652 2 106 in in ADP bracis-33652 2 107 computing compute VERB bracis-33652 2 108 ( ( PUNCT bracis-33652 2 109 poscomp poscomp NOUN bracis-33652 2 110 ) ) PUNCT bracis-33652 2 111 is be AUX bracis-33652 2 112 administered administer VERB bracis-33652 2 113 by by ADP bracis-33652 2 114 the the DET bracis-33652 2 115 brazilian brazilian ADJ bracis-33652 2 116 computer computer NOUN bracis-33652 2 117 society society NOUN bracis-33652 2 118 ( ( PUNCT bracis-33652 2 119 sbc sbc NOUN bracis-33652 2 120 ) ) PUNCT bracis-33652 2 121 to to PART bracis-33652 2 122 assess assess VERB bracis-33652 2 123 candidates candidate NOUN bracis-33652 2 124 ’ ’ PART bracis-33652 2 125 knowledge knowledge NOUN bracis-33652 2 126 for for ADP bracis-33652 2 127 postgraduate postgraduate NOUN bracis-33652 2 128 programs program NOUN bracis-33652 2 129 in in ADP bracis-33652 2 130 computer computer NOUN bracis-33652 2 131 science science NOUN bracis-33652 2 132 in in ADP bracis-33652 2 133 brazil brazil PROPN bracis-33652 2 134 . . PUNCT bracis-33652 3 1 being be AUX bracis-33652 3 2 one one NUM bracis-33652 3 3 of of ADP bracis-33652 3 4 the the DET bracis-33652 3 5 main main ADJ bracis-33652 3 6 evaluative evaluative ADJ bracis-33652 3 7 instruments instrument NOUN bracis-33652 3 8 , , PUNCT bracis-33652 3 9 the the DET bracis-33652 3 10 results result NOUN bracis-33652 3 11 of of ADP bracis-33652 3 12 the the DET bracis-33652 3 13 poscomp poscomp NOUN bracis-33652 3 14 exam exam NOUN bracis-33652 3 15 , , PUNCT bracis-33652 3 16 i.e. i.e. X bracis-33652 3 17 , , PUNCT bracis-33652 3 18 the the DET bracis-33652 3 19 database database NOUN bracis-33652 3 20 , , PUNCT bracis-33652 3 21 can can AUX bracis-33652 3 22 potentially potentially ADV bracis-33652 3 23 obtain obtain VERB bracis-33652 3 24 relevant relevant ADJ bracis-33652 3 25 patterns pattern NOUN bracis-33652 3 26 about about ADP bracis-33652 3 27 the the DET bracis-33652 3 28 participants participant NOUN bracis-33652 3 29 . . PUNCT bracis-33652 4 1 in in ADP bracis-33652 4 2 this this DET bracis-33652 4 3 sense sense NOUN bracis-33652 4 4 , , PUNCT bracis-33652 4 5 this this DET bracis-33652 4 6 article article NOUN bracis-33652 4 7 aims aim VERB bracis-33652 4 8 to to PART bracis-33652 4 9 propose propose VERB bracis-33652 4 10 an an DET bracis-33652 4 11 automated automate VERB bracis-33652 4 12 and and CCONJ bracis-33652 4 13 intelligent intelligent ADJ bracis-33652 4 14 vocational vocational ADJ bracis-33652 4 15 guidance guidance NOUN bracis-33652 4 16 system system NOUN bracis-33652 4 17 . . PUNCT bracis-33652 5 1 this this DET bracis-33652 5 2 vocational vocational ADJ bracis-33652 5 3 system system NOUN bracis-33652 5 4 guides guide VERB bracis-33652 5 5 the the DET bracis-33652 5 6 participants participant NOUN bracis-33652 5 7 to to PART bracis-33652 5 8 follow follow VERB bracis-33652 5 9 a a DET bracis-33652 5 10 research research NOUN bracis-33652 5 11 specialty specialty NOUN bracis-33652 5 12 based base VERB bracis-33652 5 13 on on ADP bracis-33652 5 14 the the DET bracis-33652 5 15 performance performance NOUN bracis-33652 5 16 obtained obtain VERB bracis-33652 5 17 in in ADP bracis-33652 5 18 the the DET bracis-33652 5 19 exam exam NOUN bracis-33652 5 20 . . PUNCT bracis-33652 6 1 the the DET bracis-33652 6 2 proposed propose VERB bracis-33652 6 3 approach approach NOUN bracis-33652 6 4 aims aim VERB bracis-33652 6 5 to to PART bracis-33652 6 6 support support VERB bracis-33652 6 7 students student NOUN bracis-33652 6 8 in in ADP bracis-33652 6 9 their their PRON bracis-33652 6 10 academic academic ADJ bracis-33652 6 11 decisions decision NOUN bracis-33652 6 12 . . PUNCT bracis-33652 7 1 access access NOUN bracis-33652 7 2 provided provide VERB bracis-33652 7 3 by by ADP bracis-33652 7 4 university university PROPN bracis-33652 7 5 of of ADP bracis-33652 7 6 notre notre PROPN bracis-33652 7 7 dame dame PROPN bracis-33652 7 8 hesburgh hesburgh PROPN bracis-33652 7 9 library library PROPN bracis-33652 7 10 . . PUNCT bracis-33652 8 1 download download PROPN bracis-33652 8 2 conference conference NOUN bracis-33652 8 3 paper paper NOUN bracis-33652 8 4 pdf pdf NOUN bracis-33652 8 5 similar similar ADJ bracis-33652 8 6 content content NOUN bracis-33652 8 7 being be AUX bracis-33652 8 8 viewed view VERB bracis-33652 8 9 by by ADP bracis-33652 8 10 others other NOUN bracis-33652 8 11 a a DET bracis-33652 8 12 pseudo pseudo NOUN bracis-33652 8 13 - - PUNCT bracis-33652 8 14 based base VERB bracis-33652 8 15 online online ADJ bracis-33652 8 16 examination examination NOUN bracis-33652 8 17 system system NOUN bracis-33652 8 18 chapter chapter NOUN bracis-33652 8 19 © © PROPN bracis-33652 8 20 2024 2024 NUM bracis-33652 8 21 research research NOUN bracis-33652 8 22 on on ADP bracis-33652 8 23 the the DET bracis-33652 8 24 level level NOUN bracis-33652 8 25 of of ADP bracis-33652 8 26 soft soft ADJ bracis-33652 8 27 skills skill NOUN bracis-33652 8 28 of of ADP bracis-33652 8 29 the the DET bracis-33652 8 30 digital digital ADJ bracis-33652 8 31 generation generation NOUN bracis-33652 8 32 chapter chapter NOUN bracis-33652 8 33 © © NOUN bracis-33652 8 34 2022 2022 NUM bracis-33652 8 35 system system NOUN bracis-33652 8 36 for for ADP bracis-33652 8 37 analysis analysis NOUN bracis-33652 8 38 of of ADP bracis-33652 8 39 the the DET bracis-33652 8 40 performance performance NOUN bracis-33652 8 41 of of ADP bracis-33652 8 42 scientific scientific ADJ bracis-33652 8 43 jobs job NOUN bracis-33652 8 44 in in ADP bracis-33652 8 45 distributed distribute VERB bracis-33652 8 46 systems system NOUN bracis-33652 8 47 article article NOUN bracis-33652 8 48 06 06 NUM bracis-33652 8 49 june june PROPN bracis-33652 8 50 2024 2024 NUM bracis-33652 8 51 1 1 NUM bracis-33652 8 52 introduction introduction NOUN bracis-33652 8 53 the the DET bracis-33652 8 54 national national ADJ bracis-33652 8 55 examination examination NOUN bracis-33652 8 56 for for ADP bracis-33652 8 57 admission admission NOUN bracis-33652 8 58 to to PART bracis-33652 8 59 graduate graduate VERB bracis-33652 8 60 programs program NOUN bracis-33652 8 61 in in ADP bracis-33652 8 62 computing compute VERB bracis-33652 8 63 ( ( PUNCT bracis-33652 8 64 poscomp poscomp NOUN bracis-33652 8 65 ) ) PUNCT bracis-33652 8 66 is be AUX bracis-33652 8 67 an an DET bracis-33652 8 68 annual annual ADJ bracis-33652 8 69 exam exam NOUN bracis-33652 8 70 conducted conduct VERB bracis-33652 8 71 in in ADP bracis-33652 8 72 brazil brazil PROPN bracis-33652 8 73 . . PUNCT bracis-33652 9 1 its its PRON bracis-33652 9 2 purpose purpose NOUN bracis-33652 9 3 is be AUX bracis-33652 9 4 to to PART bracis-33652 9 5 assess assess VERB bracis-33652 9 6 the the DET bracis-33652 9 7 knowledge knowledge NOUN bracis-33652 9 8 of of ADP bracis-33652 9 9 candidates candidate NOUN bracis-33652 9 10 in in ADP bracis-33652 9 11 the the DET bracis-33652 9 12 field field NOUN bracis-33652 9 13 of of ADP bracis-33652 9 14 computer computer NOUN bracis-33652 9 15 science science NOUN bracis-33652 9 16 who who PRON bracis-33652 9 17 wish wish VERB bracis-33652 9 18 to to PART bracis-33652 9 19 enroll enroll VERB bracis-33652 9 20 in in ADP bracis-33652 9 21 graduate graduate NOUN bracis-33652 9 22 programs program NOUN bracis-33652 9 23 offered offer VERB bracis-33652 9 24 in in ADP bracis-33652 9 25 brazil brazil PROPN bracis-33652 9 26 [ [ X bracis-33652 9 27 19 19 NUM bracis-33652 9 28 ] ] PUNCT bracis-33652 9 29 . . PUNCT bracis-33652 10 1 institutions institution NOUN bracis-33652 10 2 offering offer VERB bracis-33652 10 3 these these DET bracis-33652 10 4 programs program NOUN bracis-33652 10 5 use use VERB bracis-33652 10 6 the the DET bracis-33652 10 7 participants participant NOUN bracis-33652 10 8 ’ ' PUNCT bracis-33652 10 9 scores score NOUN bracis-33652 10 10 as as ADP bracis-33652 10 11 a a DET bracis-33652 10 12 selection selection NOUN bracis-33652 10 13 criterion criterion NOUN bracis-33652 10 14 , , PUNCT bracis-33652 10 15 either either CCONJ bracis-33652 10 16 as as ADP bracis-33652 10 17 a a DET bracis-33652 10 18 requirement requirement NOUN bracis-33652 10 19 or or CCONJ bracis-33652 10 20 as as ADP bracis-33652 10 21 part part NOUN bracis-33652 10 22 of of ADP bracis-33652 10 23 the the DET bracis-33652 10 24 admission admission NOUN bracis-33652 10 25 process process NOUN bracis-33652 10 26 for for ADP bracis-33652 10 27 master master NOUN bracis-33652 10 28 ’s ’s PART bracis-33652 10 29 or or CCONJ bracis-33652 10 30 doctoral doctoral ADJ bracis-33652 10 31 programs program NOUN bracis-33652 10 32 [ [ X bracis-33652 10 33 19 19 NUM bracis-33652 10 34 ] ] PUNCT bracis-33652 10 35 . . PUNCT bracis-33652 11 1 students student NOUN bracis-33652 11 2 can can AUX bracis-33652 11 3 be be AUX bracis-33652 11 4 evaluated evaluate VERB bracis-33652 11 5 through through ADP bracis-33652 11 6 various various ADJ bracis-33652 11 7 tests test NOUN bracis-33652 11 8 administered administer VERB bracis-33652 11 9 in in ADP bracis-33652 11 10 brazil brazil PROPN bracis-33652 11 11 , , PUNCT bracis-33652 11 12 such such ADJ bracis-33652 11 13 as as ADP bracis-33652 11 14 poscomp poscomp NOUN bracis-33652 11 15 , , PUNCT bracis-33652 11 16 the the DET bracis-33652 11 17 national national ADJ bracis-33652 11 18 student student NOUN bracis-33652 11 19 performance performance NOUN bracis-33652 11 20 exam exam NOUN bracis-33652 11 21 ( ( PUNCT bracis-33652 11 22 enade enade NOUN bracis-33652 11 23 ) ) PUNCT bracis-33652 11 24 , , PUNCT bracis-33652 11 25 and and CCONJ bracis-33652 11 26 the the DET bracis-33652 11 27 basic basic ADJ bracis-33652 11 28 education education NOUN bracis-33652 11 29 evaluation evaluation NOUN bracis-33652 11 30 system system NOUN bracis-33652 11 31 ( ( PUNCT bracis-33652 11 32 saeb saeb NOUN bracis-33652 11 33 ) ) PUNCT bracis-33652 11 34 , , PUNCT bracis-33652 11 35 among among ADP bracis-33652 11 36 others other NOUN bracis-33652 11 37 . . PUNCT bracis-33652 12 1 additionally additionally ADV bracis-33652 12 2 , , PUNCT bracis-33652 12 3 several several ADJ bracis-33652 12 4 studies study NOUN bracis-33652 12 5 have have AUX bracis-33652 12 6 been be AUX bracis-33652 12 7 conducted conduct VERB bracis-33652 12 8 on on ADP bracis-33652 12 9 exam exam NOUN bracis-33652 12 10 data datum NOUN bracis-33652 12 11 analysis analysis NOUN bracis-33652 12 12 using use VERB bracis-33652 12 13 data datum NOUN bracis-33652 12 14 mining mining NOUN bracis-33652 12 15 and and CCONJ bracis-33652 12 16 machine machine NOUN bracis-33652 12 17 learning learn VERB bracis-33652 12 18 techniques technique NOUN bracis-33652 12 19 [ [ X bracis-33652 12 20 5 5 NUM bracis-33652 12 21 , , PUNCT bracis-33652 12 22 9 9 NUM bracis-33652 12 23 , , PUNCT bracis-33652 12 24 22 22 NUM bracis-33652 12 25 ] ] PUNCT bracis-33652 12 26 . . PUNCT bracis-33652 13 1 for for ADP bracis-33652 13 2 instance instance NOUN bracis-33652 13 3 , , PUNCT bracis-33652 13 4 the the DET bracis-33652 13 5 studies study NOUN bracis-33652 13 6 aim aim VERB bracis-33652 13 7 to to PART bracis-33652 13 8 analyze analyze VERB bracis-33652 13 9 the the DET bracis-33652 13 10 performance performance NOUN bracis-33652 13 11 of of ADP bracis-33652 13 12 students student NOUN bracis-33652 13 13 in in ADP bracis-33652 13 14 computer computer NOUN bracis-33652 13 15 science science NOUN bracis-33652 13 16 courses course NOUN bracis-33652 13 17 using use VERB bracis-33652 13 18 exploratory exploratory ADJ bracis-33652 13 19 data datum NOUN bracis-33652 13 20 analysis analysis NOUN bracis-33652 13 21 and and CCONJ bracis-33652 13 22 clustering cluster VERB bracis-33652 13 23 techniques technique NOUN bracis-33652 13 24 . . PUNCT bracis-33652 14 1 furthermore furthermore ADV bracis-33652 14 2 , , PUNCT bracis-33652 14 3 the the DET bracis-33652 14 4 study study NOUN bracis-33652 14 5 [ [ X bracis-33652 14 6 17 17 NUM bracis-33652 14 7 ] ] PUNCT bracis-33652 14 8 utilizes utilize VERB bracis-33652 14 9 machine machine NOUN bracis-33652 14 10 learning learn VERB bracis-33652 14 11 techniques technique NOUN bracis-33652 14 12 to to PART bracis-33652 14 13 predict predict VERB bracis-33652 14 14 the the DET bracis-33652 14 15 grades grade NOUN bracis-33652 14 16 in in ADP bracis-33652 14 17 enade enade NOUN bracis-33652 14 18 for for ADP bracis-33652 14 19 computer computer NOUN bracis-33652 14 20 science science NOUN bracis-33652 14 21 courses course NOUN bracis-33652 14 22 in in ADP bracis-33652 14 23 brazil brazil PROPN bracis-33652 14 24 . . PUNCT bracis-33652 15 1 these these DET bracis-33652 15 2 studies study NOUN bracis-33652 15 3 highlight highlight VERB bracis-33652 15 4 the the DET bracis-33652 15 5 importance importance NOUN bracis-33652 15 6 of of ADP bracis-33652 15 7 analyzing analyze VERB bracis-33652 15 8 , , PUNCT bracis-33652 15 9 identifying identifying NOUN bracis-33652 15 10 , , PUNCT bracis-33652 15 11 and and CCONJ bracis-33652 15 12 exploring explore VERB bracis-33652 15 13 national national ADJ bracis-33652 15 14 exam exam NOUN bracis-33652 15 15 data datum NOUN bracis-33652 15 16 . . PUNCT bracis-33652 16 1 educational educational ADJ bracis-33652 16 2 data datum NOUN bracis-33652 16 3 analysis analysis NOUN bracis-33652 16 4 has have AUX bracis-33652 16 5 become become VERB bracis-33652 16 6 a a DET bracis-33652 16 7 crucial crucial ADJ bracis-33652 16 8 tool tool NOUN bracis-33652 16 9 in in ADP bracis-33652 16 10 developing develop VERB bracis-33652 16 11 methodological methodological ADJ bracis-33652 16 12 strategies strategy NOUN bracis-33652 16 13 to to PART bracis-33652 16 14 improve improve VERB bracis-33652 16 15 teaching teaching NOUN bracis-33652 16 16 and and CCONJ bracis-33652 16 17 learning learn VERB bracis-33652 16 18 [ [ X bracis-33652 16 19 11 11 NUM bracis-33652 16 20 ] ] PUNCT bracis-33652 16 21 . . PUNCT bracis-33652 17 1 using use VERB bracis-33652 17 2 computational computational ADJ bracis-33652 17 3 tools tool NOUN bracis-33652 17 4 in in ADP bracis-33652 17 5 this this DET bracis-33652 17 6 analysis analysis NOUN bracis-33652 17 7 offers offer VERB bracis-33652 17 8 significant significant ADJ bracis-33652 17 9 benefits benefit NOUN bracis-33652 17 10 for for ADP bracis-33652 17 11 teaching teaching NOUN bracis-33652 17 12 methodologies methodology NOUN bracis-33652 17 13 and and CCONJ bracis-33652 17 14 processes process NOUN bracis-33652 17 15 . . PUNCT bracis-33652 18 1 it it PRON bracis-33652 18 2 also also ADV bracis-33652 18 3 allows allow VERB bracis-33652 18 4 administrators administrator NOUN bracis-33652 18 5 and and CCONJ bracis-33652 18 6 coordinators coordinator NOUN bracis-33652 18 7 to to PART bracis-33652 18 8 evaluate evaluate VERB bracis-33652 18 9 student student NOUN bracis-33652 18 10 performance performance NOUN bracis-33652 18 11 across across ADP bracis-33652 18 12 various various ADJ bracis-33652 18 13 topics topic NOUN bracis-33652 18 14 and and CCONJ bracis-33652 18 15 specialties specialty NOUN bracis-33652 18 16 within within ADP bracis-33652 18 17 computer computer NOUN bracis-33652 18 18 science science NOUN bracis-33652 18 19 courses course NOUN bracis-33652 18 20 . . PUNCT bracis-33652 19 1 consequently consequently ADV bracis-33652 19 2 , , PUNCT bracis-33652 19 3 these these DET bracis-33652 19 4 tools tool NOUN bracis-33652 19 5 assist assist VERB bracis-33652 19 6 in in ADP bracis-33652 19 7 developing develop VERB bracis-33652 19 8 strategies strategy NOUN bracis-33652 19 9 and and CCONJ bracis-33652 19 10 improving improve VERB bracis-33652 19 11 areas area NOUN bracis-33652 19 12 where where SCONJ bracis-33652 19 13 students student NOUN bracis-33652 19 14 face face VERB bracis-33652 19 15 difficulties difficulty NOUN bracis-33652 19 16 [ [ X bracis-33652 19 17 10 10 NUM bracis-33652 19 18 , , PUNCT bracis-33652 19 19 23 23 NUM bracis-33652 19 20 ] ] PUNCT bracis-33652 19 21 . . PUNCT bracis-33652 20 1 in in ADP bracis-33652 20 2 this this DET bracis-33652 20 3 context context NOUN bracis-33652 20 4 , , PUNCT bracis-33652 20 5 poscomp poscomp NOUN bracis-33652 20 6 microdata microdata NOUN bracis-33652 20 7 provides provide VERB bracis-33652 20 8 an an DET bracis-33652 20 9 opportunity opportunity NOUN bracis-33652 20 10 to to PART bracis-33652 20 11 extract extract VERB bracis-33652 20 12 useful useful ADJ bracis-33652 20 13 and and CCONJ bracis-33652 20 14 non non ADJ bracis-33652 20 15 - - ADJ bracis-33652 20 16 trivial trivial ADJ bracis-33652 20 17 information information NOUN bracis-33652 20 18 , , PUNCT bracis-33652 20 19 particularly particularly ADV bracis-33652 20 20 regarding regard VERB bracis-33652 20 21 the the DET bracis-33652 20 22 specialties specialty NOUN bracis-33652 20 23 desired desire VERB bracis-33652 20 24 by by ADP bracis-33652 20 25 the the DET bracis-33652 20 26 participants participant NOUN bracis-33652 20 27 [ [ X bracis-33652 20 28 3 3 NUM bracis-33652 20 29 ] ] PUNCT bracis-33652 20 30 . . PUNCT bracis-33652 21 1 poscomp poscomp NOUN bracis-33652 21 2 includes include VERB bracis-33652 21 3 information information NOUN bracis-33652 21 4 about about ADP bracis-33652 21 5 the the DET bracis-33652 21 6 specialty specialty NOUN bracis-33652 21 7 that that PRON bracis-33652 21 8 candidates candidate NOUN bracis-33652 21 9 wish wish VERB bracis-33652 21 10 to to PART bracis-33652 21 11 pursue pursue VERB bracis-33652 21 12 in in ADP bracis-33652 21 13 their their PRON bracis-33652 21 14 master master NOUN bracis-33652 21 15 ’s ’s PART bracis-33652 21 16 or or CCONJ bracis-33652 21 17 doctoral doctoral ADJ bracis-33652 21 18 studies study NOUN bracis-33652 21 19 . . PUNCT bracis-33652 22 1 identifying identify VERB bracis-33652 22 2 these these DET bracis-33652 22 3 specialties specialty NOUN bracis-33652 22 4 is be AUX bracis-33652 22 5 essential essential ADJ bracis-33652 22 6 for for ADP bracis-33652 22 7 graduate graduate NOUN bracis-33652 22 8 programs program NOUN bracis-33652 22 9 in in ADP bracis-33652 22 10 brazil brazil PROPN bracis-33652 22 11 , , PUNCT bracis-33652 22 12 enabling enable VERB bracis-33652 22 13 them they PRON bracis-33652 22 14 to to PART bracis-33652 22 15 develop develop VERB bracis-33652 22 16 research research NOUN bracis-33652 22 17 projects project NOUN bracis-33652 22 18 aligned align VERB bracis-33652 22 19 with with ADP bracis-33652 22 20 the the DET bracis-33652 22 21 knowledge knowledge NOUN bracis-33652 22 22 of of ADP bracis-33652 22 23 both both DET bracis-33652 22 24 students student NOUN bracis-33652 22 25 and and CCONJ bracis-33652 22 26 advisors advisor NOUN bracis-33652 22 27 , , PUNCT bracis-33652 22 28 thereby thereby ADV bracis-33652 22 29 ensuring ensure VERB bracis-33652 22 30 research research NOUN bracis-33652 22 31 quality quality NOUN bracis-33652 22 32 and and CCONJ bracis-33652 22 33 academic academic ADJ bracis-33652 22 34 progress progress NOUN bracis-33652 22 35 [ [ X bracis-33652 22 36 1 1 NUM bracis-33652 22 37 ] ] PUNCT bracis-33652 22 38 . . PUNCT bracis-33652 23 1 the the DET bracis-33652 23 2 creation creation NOUN bracis-33652 23 3 of of ADP bracis-33652 23 4 an an DET bracis-33652 23 5 automated automate VERB bracis-33652 23 6 and and CCONJ bracis-33652 23 7 intelligent intelligent ADJ bracis-33652 23 8 system system NOUN bracis-33652 23 9 is be AUX bracis-33652 23 10 crucial crucial ADJ bracis-33652 23 11 in in ADP bracis-33652 23 12 assisting assist VERB bracis-33652 23 13 participants participant NOUN bracis-33652 23 14 in in ADP bracis-33652 23 15 choosing choose VERB bracis-33652 23 16 specialties specialty NOUN bracis-33652 23 17 for for ADP bracis-33652 23 18 research research NOUN bracis-33652 23 19 development development NOUN bracis-33652 23 20 [ [ X bracis-33652 23 21 12 12 NUM bracis-33652 23 22 ] ] PUNCT bracis-33652 23 23 . . PUNCT bracis-33652 24 1 as as SCONJ bracis-33652 24 2 defined define VERB bracis-33652 24 3 by by ADP bracis-33652 24 4 the the DET bracis-33652 24 5 authors author NOUN bracis-33652 24 6 [ [ X bracis-33652 24 7 16 16 NUM bracis-33652 24 8 ] ] PUNCT bracis-33652 24 9 , , PUNCT bracis-33652 24 10 decision decision NOUN bracis-33652 24 11 - - PUNCT bracis-33652 24 12 based base VERB bracis-33652 24 13 agents agent NOUN bracis-33652 24 14 seek seek VERB bracis-33652 24 15 a a DET bracis-33652 24 16 sequence sequence NOUN bracis-33652 24 17 of of ADP bracis-33652 24 18 actions action NOUN bracis-33652 24 19 to to PART bracis-33652 24 20 achieve achieve VERB bracis-33652 24 21 their their PRON bracis-33652 24 22 goals goal NOUN bracis-33652 24 23 . . PUNCT bracis-33652 25 1 therefore therefore ADV bracis-33652 25 2 , , PUNCT bracis-33652 25 3 using use VERB bracis-33652 25 4 intelligent intelligent ADJ bracis-33652 25 5 tools tool NOUN bracis-33652 25 6 to to PART bracis-33652 25 7 guide guide VERB bracis-33652 25 8 specialty specialty NOUN bracis-33652 25 9 choices choice NOUN bracis-33652 25 10 is be AUX bracis-33652 25 11 vital vital ADJ bracis-33652 25 12 for for ADP bracis-33652 25 13 both both DET bracis-33652 25 14 institutions institution NOUN bracis-33652 25 15 and and CCONJ bracis-33652 25 16 students student NOUN bracis-33652 25 17 , , PUNCT bracis-33652 25 18 contributing contribute VERB bracis-33652 25 19 to to ADP bracis-33652 25 20 the the DET bracis-33652 25 21 progress progress NOUN bracis-33652 25 22 of of ADP bracis-33652 25 23 research research NOUN bracis-33652 25 24 during during ADP bracis-33652 25 25 their their PRON bracis-33652 25 26 academic academic ADJ bracis-33652 25 27 journey journey NOUN bracis-33652 25 28 [ [ X bracis-33652 25 29 6 6 NUM bracis-33652 25 30 ] ] PUNCT bracis-33652 25 31 . . PUNCT bracis-33652 26 1 this this DET bracis-33652 26 2 study study NOUN bracis-33652 26 3 aims aim VERB bracis-33652 26 4 to to PART bracis-33652 26 5 develop develop VERB bracis-33652 26 6 an an DET bracis-33652 26 7 automated automate VERB bracis-33652 26 8 and and CCONJ bracis-33652 26 9 intelligent intelligent ADJ bracis-33652 26 10 system system NOUN bracis-33652 26 11 for for ADP bracis-33652 26 12 predicting predict VERB bracis-33652 26 13 the the DET bracis-33652 26 14 specialties specialty NOUN bracis-33652 26 15 of of ADP bracis-33652 26 16 participants participant NOUN bracis-33652 26 17 based base VERB bracis-33652 26 18 on on ADP bracis-33652 26 19 their their PRON bracis-33652 26 20 characteristics characteristic NOUN bracis-33652 26 21 and and CCONJ bracis-33652 26 22 the the DET bracis-33652 26 23 scores score NOUN bracis-33652 26 24 obtained obtain VERB bracis-33652 26 25 in in ADP bracis-33652 26 26 the the DET bracis-33652 26 27 poscomp poscomp NOUN bracis-33652 26 28 exam exam NOUN bracis-33652 26 29 . . PUNCT bracis-33652 27 1 this this DET bracis-33652 27 2 tool tool NOUN bracis-33652 27 3 aids aid VERB bracis-33652 27 4 in in ADP bracis-33652 27 5 classification classification NOUN bracis-33652 27 6 using use VERB bracis-33652 27 7 machine machine NOUN bracis-33652 27 8 learning learning NOUN bracis-33652 27 9 techniques technique NOUN bracis-33652 27 10 , , PUNCT bracis-33652 27 11 helping help VERB bracis-33652 27 12 participants participant NOUN bracis-33652 27 13 make make VERB bracis-33652 27 14 informed informed ADJ bracis-33652 27 15 decisions decision NOUN bracis-33652 27 16 about about ADP bracis-33652 27 17 which which DET bracis-33652 27 18 specialty specialty NOUN bracis-33652 27 19 or or CCONJ bracis-33652 27 20 research research NOUN bracis-33652 27 21 area area NOUN bracis-33652 27 22 to to PART bracis-33652 27 23 pursue pursue VERB bracis-33652 27 24 in in ADP bracis-33652 27 25 their their PRON bracis-33652 27 26 master master NOUN bracis-33652 27 27 ’s ’s PART bracis-33652 27 28 or or CCONJ bracis-33652 27 29 doctoral doctoral ADJ bracis-33652 27 30 studies study NOUN bracis-33652 27 31 . . PUNCT bracis-33652 28 1 ultimately ultimately ADV bracis-33652 28 2 , , PUNCT bracis-33652 28 3 this this PRON bracis-33652 28 4 can can AUX bracis-33652 28 5 lead lead VERB bracis-33652 28 6 to to ADP bracis-33652 28 7 improved improve VERB bracis-33652 28 8 academic academic ADJ bracis-33652 28 9 performance performance NOUN bracis-33652 28 10 and and CCONJ bracis-33652 28 11 the the DET bracis-33652 28 12 quality quality NOUN bracis-33652 28 13 of of ADP bracis-33652 28 14 research research NOUN bracis-33652 28 15 produced produce VERB bracis-33652 28 16 at at ADP bracis-33652 28 17 the the DET bracis-33652 28 18 institution institution NOUN bracis-33652 28 19 . . PUNCT bracis-33652 29 1 2 2 NUM bracis-33652 29 2 related relate VERB bracis-33652 29 3 work work NOUN bracis-33652 29 4 studies study NOUN bracis-33652 29 5 in in ADP bracis-33652 29 6 the the DET bracis-33652 29 7 field field NOUN bracis-33652 29 8 of of ADP bracis-33652 29 9 artificial artificial ADJ bracis-33652 29 10 intelligence intelligence NOUN bracis-33652 29 11 in in ADP bracis-33652 29 12 education education NOUN bracis-33652 29 13 employ employ NOUN bracis-33652 29 14 machine machine NOUN bracis-33652 29 15 learning learning NOUN bracis-33652 29 16 and and CCONJ bracis-33652 29 17 data datum NOUN bracis-33652 29 18 mining mining NOUN bracis-33652 29 19 techniques technique NOUN bracis-33652 29 20 to to PART bracis-33652 29 21 enhance enhance VERB bracis-33652 29 22 educational educational ADJ bracis-33652 29 23 processes process NOUN bracis-33652 29 24 . . PUNCT bracis-33652 30 1 these these DET bracis-33652 30 2 techniques technique NOUN bracis-33652 30 3 are be AUX bracis-33652 30 4 essential essential ADJ bracis-33652 30 5 for for ADP bracis-33652 30 6 knowledge knowledge NOUN bracis-33652 30 7 discovery discovery NOUN bracis-33652 30 8 from from ADP bracis-33652 30 9 exam exam NOUN bracis-33652 30 10 data datum NOUN bracis-33652 30 11 , , PUNCT bracis-33652 30 12 such such ADJ bracis-33652 30 13 as as ADP bracis-33652 30 14 poscomp poscomp NOUN bracis-33652 30 15 and and CCONJ bracis-33652 30 16 enade enade VERB bracis-33652 30 17 [ [ X bracis-33652 30 18 15 15 NUM bracis-33652 30 19 ] ] PUNCT bracis-33652 30 20 . . PUNCT bracis-33652 31 1 the the DET bracis-33652 31 2 application application NOUN bracis-33652 31 3 of of ADP bracis-33652 31 4 ai ai PROPN bracis-33652 31 5 techniques technique NOUN bracis-33652 31 6 in in ADP bracis-33652 31 7 education education NOUN bracis-33652 31 8 , , PUNCT bracis-33652 31 9 like like ADP bracis-33652 31 10 educational educational ADJ bracis-33652 31 11 data datum NOUN bracis-33652 31 12 mining mining NOUN bracis-33652 31 13 , , PUNCT bracis-33652 31 14 allows allow VERB bracis-33652 31 15 for for ADP bracis-33652 31 16 the the DET bracis-33652 31 17 analysis analysis NOUN bracis-33652 31 18 and and CCONJ bracis-33652 31 19 evaluation evaluation NOUN bracis-33652 31 20 of of ADP bracis-33652 31 21 student student NOUN bracis-33652 31 22 performance performance NOUN bracis-33652 31 23 to to PART bracis-33652 31 24 identify identify VERB bracis-33652 31 25 profiles profile NOUN bracis-33652 31 26 , , PUNCT bracis-33652 31 27 determine determine VERB bracis-33652 31 28 which which DET bracis-33652 31 29 subjects subject NOUN bracis-33652 31 30 pose pose VERB bracis-33652 31 31 difficulties difficulty NOUN bracis-33652 31 32 , , PUNCT bracis-33652 31 33 and and CCONJ bracis-33652 31 34 predict predict VERB bracis-33652 31 35 student student NOUN bracis-33652 31 36 dropout dropout NOUN bracis-33652 31 37 rates rate NOUN bracis-33652 31 38 [ [ X bracis-33652 31 39 4 4 NUM bracis-33652 31 40 , , PUNCT bracis-33652 31 41 5 5 NUM bracis-33652 31 42 , , PUNCT bracis-33652 31 43 9 9 NUM bracis-33652 31 44 ] ] PUNCT bracis-33652 31 45 . . PUNCT bracis-33652 32 1 these these DET bracis-33652 32 2 analyses analysis NOUN bracis-33652 32 3 are be AUX bracis-33652 32 4 performed perform VERB bracis-33652 32 5 using use VERB bracis-33652 32 6 publicly publicly ADV bracis-33652 32 7 available available ADJ bracis-33652 32 8 data datum NOUN bracis-33652 32 9 or or CCONJ bracis-33652 32 10 data datum NOUN bracis-33652 32 11 from from ADP bracis-33652 32 12 private private ADJ bracis-33652 32 13 institutions institution NOUN bracis-33652 32 14 . . PUNCT bracis-33652 33 1 in in ADP bracis-33652 33 2 searching search VERB bracis-33652 33 3 for for ADP bracis-33652 33 4 studies study NOUN bracis-33652 33 5 related relate VERB bracis-33652 33 6 to to ADP bracis-33652 33 7 this this DET bracis-33652 33 8 research research NOUN bracis-33652 33 9 , , PUNCT bracis-33652 33 10 several several ADJ bracis-33652 33 11 works work NOUN bracis-33652 33 12 were be AUX bracis-33652 33 13 found find VERB bracis-33652 33 14 that that DET bracis-33652 33 15 address address NOUN bracis-33652 33 16 student student NOUN bracis-33652 33 17 performance performance NOUN bracis-33652 33 18 analysis analysis NOUN bracis-33652 33 19 in in ADP bracis-33652 33 20 educational educational ADJ bracis-33652 33 21 institutions institution NOUN bracis-33652 33 22 , , PUNCT bracis-33652 33 23 as as ADV bracis-33652 33 24 well well ADV bracis-33652 33 25 as as ADP bracis-33652 33 26 the the DET bracis-33652 33 27 use use NOUN bracis-33652 33 28 of of ADP bracis-33652 33 29 data datum NOUN bracis-33652 33 30 mining mining NOUN bracis-33652 33 31 and and CCONJ bracis-33652 33 32 machine machine NOUN bracis-33652 33 33 learning learn VERB bracis-33652 33 34 techniques technique NOUN bracis-33652 33 35 for for ADP bracis-33652 33 36 classification classification NOUN bracis-33652 33 37 and and CCONJ bracis-33652 33 38 prediction prediction NOUN bracis-33652 33 39 in in ADP bracis-33652 33 40 education education NOUN bracis-33652 33 41 . . PUNCT bracis-33652 34 1 these these DET bracis-33652 34 2 studies study NOUN bracis-33652 34 3 contribute contribute VERB bracis-33652 34 4 significantly significantly ADV bracis-33652 34 5 to to ADP bracis-33652 34 6 education education NOUN bracis-33652 34 7 , , PUNCT bracis-33652 34 8 particularly particularly ADV bracis-33652 34 9 in in ADP bracis-33652 34 10 identifying identify VERB bracis-33652 34 11 student student NOUN bracis-33652 34 12 performance performance NOUN bracis-33652 34 13 and and CCONJ bracis-33652 34 14 profiles profile NOUN bracis-33652 34 15 and and CCONJ bracis-33652 34 16 addressing address VERB bracis-33652 34 17 dropout dropout NOUN bracis-33652 34 18 rates rate NOUN bracis-33652 34 19 in in ADP bracis-33652 34 20 higher high ADJ bracis-33652 34 21 education education NOUN bracis-33652 34 22 courses course NOUN bracis-33652 34 23 . . PUNCT bracis-33652 35 1 the the DET bracis-33652 35 2 authors author NOUN bracis-33652 35 3 in in ADP bracis-33652 35 4 [ [ X bracis-33652 35 5 13 13 NUM bracis-33652 35 6 ] ] PUNCT bracis-33652 35 7 surveyed survey VERB bracis-33652 35 8 1,239 1,239 NUM bracis-33652 35 9 participants participant NOUN bracis-33652 35 10 , , PUNCT bracis-33652 35 11 including include VERB bracis-33652 35 12 professors professor NOUN bracis-33652 35 13 , , PUNCT bracis-33652 35 14 researchers researcher NOUN bracis-33652 35 15 , , PUNCT bracis-33652 35 16 and and CCONJ bracis-33652 35 17 professionals professional NOUN bracis-33652 35 18 in in ADP bracis-33652 35 19 the the DET bracis-33652 35 20 field field NOUN bracis-33652 35 21 of of ADP bracis-33652 35 22 computer computer NOUN bracis-33652 35 23 science science NOUN bracis-33652 35 24 , , PUNCT bracis-33652 35 25 to to PART bracis-33652 35 26 assess assess VERB bracis-33652 35 27 the the DET bracis-33652 35 28 relevance relevance NOUN bracis-33652 35 29 of of ADP bracis-33652 35 30 the the DET bracis-33652 35 31 content content NOUN bracis-33652 35 32 covered cover VERB bracis-33652 35 33 by by ADP bracis-33652 35 34 poscomp poscomp NOUN bracis-33652 35 35 . . PUNCT bracis-33652 36 1 the the DET bracis-33652 36 2 quantitative quantitative ADJ bracis-33652 36 3 results result NOUN bracis-33652 36 4 indicated indicate VERB bracis-33652 36 5 that that SCONJ bracis-33652 36 6 certain certain ADJ bracis-33652 36 7 exam exam NOUN bracis-33652 36 8 contents content NOUN bracis-33652 36 9 have have VERB bracis-33652 36 10 varying vary VERB bracis-33652 36 11 degrees degree NOUN bracis-33652 36 12 of of ADP bracis-33652 36 13 relevance relevance NOUN bracis-33652 36 14 , , PUNCT bracis-33652 36 15 providing provide VERB bracis-33652 36 16 insights insight NOUN bracis-33652 36 17 for for ADP bracis-33652 36 18 improving improve VERB bracis-33652 36 19 educational educational ADJ bracis-33652 36 20 programs program NOUN bracis-33652 36 21 and and CCONJ bracis-33652 36 22 preparation preparation NOUN bracis-33652 36 23 strategies strategy NOUN bracis-33652 36 24 for for ADP bracis-33652 36 25 the the DET bracis-33652 36 26 exam exam NOUN bracis-33652 36 27 based base VERB bracis-33652 36 28 on on ADP bracis-33652 36 29 the the DET bracis-33652 36 30 most most ADV bracis-33652 36 31 valued value VERB bracis-33652 36 32 areas area NOUN bracis-33652 36 33 of of ADP bracis-33652 36 34 knowledge knowledge NOUN bracis-33652 36 35 . . PUNCT bracis-33652 37 1 the the DET bracis-33652 37 2 study study NOUN bracis-33652 37 3 conducted conduct VERB bracis-33652 37 4 in in ADP bracis-33652 37 5 [ [ X bracis-33652 37 6 14 14 NUM bracis-33652 37 7 ] ] PUNCT bracis-33652 37 8 presents present VERB bracis-33652 37 9 the the DET bracis-33652 37 10 web web NOUN bracis-33652 37 11 platform platform NOUN bracis-33652 37 12 poscomp poscomp NOUN bracis-33652 37 13 coach coach NOUN bracis-33652 37 14 , , PUNCT bracis-33652 37 15 developed develop VERB bracis-33652 37 16 to to PART bracis-33652 37 17 assist assist VERB bracis-33652 37 18 candidates candidate NOUN bracis-33652 37 19 in in ADP bracis-33652 37 20 preparing prepare VERB bracis-33652 37 21 for for ADP bracis-33652 37 22 the the DET bracis-33652 37 23 graduate graduate NOUN bracis-33652 37 24 entrance entrance NOUN bracis-33652 37 25 exam exam NOUN bracis-33652 37 26 in in ADP bracis-33652 37 27 computer computer NOUN bracis-33652 37 28 science science NOUN bracis-33652 37 29 . . PUNCT bracis-33652 38 1 the the DET bracis-33652 38 2 platform platform NOUN bracis-33652 38 3 offers offer VERB bracis-33652 38 4 a a DET bracis-33652 38 5 database database NOUN bracis-33652 38 6 of of ADP bracis-33652 38 7 1,120 1,120 NUM bracis-33652 38 8 distinct distinct ADJ bracis-33652 38 9 questions question NOUN bracis-33652 38 10 from from ADP bracis-33652 38 11 poscomp poscomp NOUN bracis-33652 38 12 exams exam NOUN bracis-33652 38 13 conducted conduct VERB bracis-33652 38 14 between between ADP bracis-33652 38 15 2002 2002 NUM bracis-33652 38 16 and and CCONJ bracis-33652 38 17 2017 2017 NUM bracis-33652 38 18 , , PUNCT bracis-33652 38 19 allowing allow VERB bracis-33652 38 20 for for ADP bracis-33652 38 21 timed time VERB bracis-33652 38 22 practice practice NOUN bracis-33652 38 23 tests test NOUN bracis-33652 38 24 with with ADP bracis-33652 38 25 automatic automatic ADJ bracis-33652 38 26 correction correction NOUN bracis-33652 38 27 . . PUNCT bracis-33652 39 1 the the DET bracis-33652 39 2 study study NOUN bracis-33652 39 3 also also ADV bracis-33652 39 4 includes include VERB bracis-33652 39 5 an an DET bracis-33652 39 6 evaluation evaluation NOUN bracis-33652 39 7 of of ADP bracis-33652 39 8 the the DET bracis-33652 39 9 platform platform NOUN bracis-33652 39 10 , , PUNCT bracis-33652 39 11 involving involve VERB bracis-33652 39 12 a a DET bracis-33652 39 13 comparative comparative ADJ bracis-33652 39 14 analysis analysis NOUN bracis-33652 39 15 with with ADP bracis-33652 39 16 similar similar ADJ bracis-33652 39 17 solutions solution NOUN bracis-33652 39 18 and and CCONJ bracis-33652 39 19 usability usability NOUN bracis-33652 39 20 assessment assessment NOUN bracis-33652 39 21 . . PUNCT bracis-33652 40 1 the the DET bracis-33652 40 2 results result NOUN bracis-33652 40 3 highlight highlight VERB bracis-33652 40 4 positive positive ADJ bracis-33652 40 5 aspects aspect NOUN bracis-33652 40 6 of of ADP bracis-33652 40 7 the the DET bracis-33652 40 8 proposed propose VERB bracis-33652 40 9 solution solution NOUN bracis-33652 40 10 , , PUNCT bracis-33652 40 11 including include VERB bracis-33652 40 12 the the DET bracis-33652 40 13 number number NOUN bracis-33652 40 14 of of ADP bracis-33652 40 15 available available ADJ bracis-33652 40 16 questions question NOUN bracis-33652 40 17 and and CCONJ bracis-33652 40 18 high high ADJ bracis-33652 40 19 usability usability NOUN bracis-33652 40 20 scores score NOUN bracis-33652 40 21 from from ADP bracis-33652 40 22 students student NOUN bracis-33652 40 23 nationwide nationwide ADV bracis-33652 40 24 . . PUNCT bracis-33652 41 1 the the DET bracis-33652 41 2 research research NOUN bracis-33652 41 3 in in ADP bracis-33652 41 4 [ [ X bracis-33652 41 5 21 21 NUM bracis-33652 41 6 ] ] PUNCT bracis-33652 41 7 presents present VERB bracis-33652 41 8 a a DET bracis-33652 41 9 process process NOUN bracis-33652 41 10 for for ADP bracis-33652 41 11 evaluating evaluate VERB bracis-33652 41 12 undergraduate undergraduate ADJ bracis-33652 41 13 courses course NOUN bracis-33652 41 14 by by ADP bracis-33652 41 15 analyzing analyze VERB bracis-33652 41 16 enade enade NOUN bracis-33652 41 17 questions question NOUN bracis-33652 41 18 from from ADP bracis-33652 41 19 2008 2008 NUM bracis-33652 41 20 to to ADP bracis-33652 41 21 2017 2017 NUM bracis-33652 41 22 and and CCONJ bracis-33652 41 23 poscomp poscomp VERB bracis-33652 41 24 questions question NOUN bracis-33652 41 25 from from ADP bracis-33652 41 26 2014 2014 NUM bracis-33652 41 27 to to ADP bracis-33652 41 28 2018 2018 NUM bracis-33652 41 29 , , PUNCT bracis-33652 41 30 aiming aim VERB bracis-33652 41 31 to to PART bracis-33652 41 32 determine determine VERB bracis-33652 41 33 which which DET bracis-33652 41 34 subjects subject NOUN bracis-33652 41 35 are be AUX bracis-33652 41 36 required require VERB bracis-33652 41 37 in in ADP bracis-33652 41 38 the the DET bracis-33652 41 39 questions question NOUN bracis-33652 41 40 . . PUNCT bracis-33652 42 1 the the DET bracis-33652 42 2 results result NOUN bracis-33652 42 3 demonstrated demonstrate VERB bracis-33652 42 4 the the DET bracis-33652 42 5 need need NOUN bracis-33652 42 6 for for ADP bracis-33652 42 7 a a DET bracis-33652 42 8 comprehensive comprehensive ADJ bracis-33652 42 9 curriculum curriculum NOUN bracis-33652 42 10 in in ADP bracis-33652 42 11 computing compute VERB bracis-33652 42 12 fundamentals fundamental NOUN bracis-33652 42 13 to to PART bracis-33652 42 14 provide provide VERB bracis-33652 42 15 a a DET bracis-33652 42 16 solid solid ADJ bracis-33652 42 17 foundation foundation NOUN bracis-33652 42 18 for for ADP bracis-33652 42 19 students student NOUN bracis-33652 42 20 . . PUNCT bracis-33652 43 1 the the DET bracis-33652 43 2 research research NOUN bracis-33652 43 3 by by ADP bracis-33652 43 4 [ [ X bracis-33652 43 5 18 18 NUM bracis-33652 43 6 ] ] PUNCT bracis-33652 43 7 developed develop VERB bracis-33652 43 8 a a DET bracis-33652 43 9 mobile mobile ADJ bracis-33652 43 10 application application NOUN bracis-33652 43 11 using use VERB bracis-33652 43 12 android android PROPN bracis-33652 43 13 to to PART bracis-33652 43 14 assist assist VERB bracis-33652 43 15 candidates candidate NOUN bracis-33652 43 16 in in ADP bracis-33652 43 17 preparing prepare VERB bracis-33652 43 18 for for ADP bracis-33652 43 19 the the DET bracis-33652 43 20 poscomp poscomp NOUN bracis-33652 43 21 exam exam NOUN bracis-33652 43 22 by by ADP bracis-33652 43 23 the the DET bracis-33652 43 24 sbc sbc PROPN bracis-33652 43 25 . . PUNCT bracis-33652 44 1 the the DET bracis-33652 44 2 app app NOUN bracis-33652 44 3 includes include VERB bracis-33652 44 4 a a DET bracis-33652 44 5 collection collection NOUN bracis-33652 44 6 of of ADP bracis-33652 44 7 exam exam NOUN bracis-33652 44 8 questions question NOUN bracis-33652 44 9 organized organize VERB bracis-33652 44 10 by by ADP bracis-33652 44 11 topic topic NOUN bracis-33652 44 12 , , PUNCT bracis-33652 44 13 each each PRON bracis-33652 44 14 with with ADP bracis-33652 44 15 detailed detailed ADJ bracis-33652 44 16 solutions solution NOUN bracis-33652 44 17 , , PUNCT bracis-33652 44 18 enabling enable VERB bracis-33652 44 19 users user NOUN bracis-33652 44 20 to to PART bracis-33652 44 21 study study VERB bracis-33652 44 22 autonomously autonomously ADV bracis-33652 44 23 . . PUNCT bracis-33652 45 1 the the DET bracis-33652 45 2 use use NOUN bracis-33652 45 3 of of ADP bracis-33652 45 4 mobile mobile ADJ bracis-33652 45 5 computing computing NOUN bracis-33652 45 6 to to PART bracis-33652 45 7 support support VERB bracis-33652 45 8 education education NOUN bracis-33652 45 9 has have AUX bracis-33652 45 10 proven prove VERB bracis-33652 45 11 attractive attractive ADJ bracis-33652 45 12 , , PUNCT bracis-33652 45 13 allowing allow VERB bracis-33652 45 14 users user NOUN bracis-33652 45 15 to to PART bracis-33652 45 16 access access VERB bracis-33652 45 17 study study NOUN bracis-33652 45 18 materials material NOUN bracis-33652 45 19 and and CCONJ bracis-33652 45 20 knowledge knowledge NOUN bracis-33652 45 21 anytime anytime ADV bracis-33652 45 22 , , PUNCT bracis-33652 45 23 anywhere anywhere ADV bracis-33652 45 24 . . PUNCT bracis-33652 46 1 the the DET bracis-33652 46 2 authors author NOUN bracis-33652 46 3 in in ADP bracis-33652 46 4 [ [ X bracis-33652 46 5 3 3 NUM bracis-33652 46 6 ] ] PUNCT bracis-33652 46 7 conducted conduct VERB bracis-33652 46 8 a a DET bracis-33652 46 9 comparative comparative ADJ bracis-33652 46 10 analysis analysis NOUN bracis-33652 46 11 of of ADP bracis-33652 46 12 the the DET bracis-33652 46 13 2014 2014 NUM bracis-33652 46 14 to to ADP bracis-33652 46 15 2019 2019 NUM bracis-33652 46 16 poscomp poscomp NOUN bracis-33652 46 17 editions edition NOUN bracis-33652 46 18 to to PART bracis-33652 46 19 evaluate evaluate VERB bracis-33652 46 20 computer computer NOUN bracis-33652 46 21 science science NOUN bracis-33652 46 22 graduates graduate NOUN bracis-33652 46 23 and and CCONJ bracis-33652 46 24 the the DET bracis-33652 46 25 reference reference NOUN bracis-33652 46 26 curriculum curriculum NOUN bracis-33652 46 27 ( ( PUNCT bracis-33652 46 28 cr cr NOUN bracis-33652 46 29 ) ) PUNCT bracis-33652 46 30 of of ADP bracis-33652 46 31 the the DET bracis-33652 46 32 sbc sbc NOUN bracis-33652 46 33 , , PUNCT bracis-33652 46 34 approved approve VERB bracis-33652 46 35 in in ADP bracis-33652 46 36 2016 2016 NUM bracis-33652 46 37 . . PUNCT bracis-33652 47 1 this this DET bracis-33652 47 2 comparison comparison NOUN bracis-33652 47 3 identified identify VERB bracis-33652 47 4 that that SCONJ bracis-33652 47 5 approximately approximately ADV bracis-33652 47 6 60 60 NUM bracis-33652 47 7 % % NOUN bracis-33652 47 8 of of ADP bracis-33652 47 9 the the DET bracis-33652 47 10 cr cr PROPN bracis-33652 47 11 content content PROPN bracis-33652 47 12 was be AUX bracis-33652 47 13 not not PART bracis-33652 47 14 covered cover VERB bracis-33652 47 15 in in ADP bracis-33652 47 16 poscomp poscomp NOUN bracis-33652 47 17 exams exam NOUN bracis-33652 47 18 . . PUNCT bracis-33652 48 1 only only ADV bracis-33652 48 2 14 14 NUM bracis-33652 48 3 topics topic NOUN bracis-33652 48 4 showed show VERB bracis-33652 48 5 significant significant ADJ bracis-33652 48 6 and and CCONJ bracis-33652 48 7 consistent consistent ADJ bracis-33652 48 8 presence presence NOUN bracis-33652 48 9 across across ADP bracis-33652 48 10 the the DET bracis-33652 48 11 exam exam NOUN bracis-33652 48 12 editions edition NOUN bracis-33652 48 13 , , PUNCT bracis-33652 48 14 with with ADP bracis-33652 48 15 significant significant ADJ bracis-33652 48 16 differences difference NOUN bracis-33652 48 17 in in ADP bracis-33652 48 18 the the DET bracis-33652 48 19 number number NOUN bracis-33652 48 20 of of ADP bracis-33652 48 21 questions question NOUN bracis-33652 48 22 related relate VERB bracis-33652 48 23 to to ADP bracis-33652 48 24 the the DET bracis-33652 48 25 curriculum curriculum NOUN bracis-33652 48 26 axes axis NOUN bracis-33652 48 27 . . PUNCT bracis-33652 49 1 this this DET bracis-33652 49 2 comparative comparative ADJ bracis-33652 49 3 analysis analysis NOUN bracis-33652 49 4 highlights highlight VERB bracis-33652 49 5 the the DET bracis-33652 49 6 discrepancy discrepancy NOUN bracis-33652 49 7 between between ADP bracis-33652 49 8 the the DET bracis-33652 49 9 cr cr PROPN bracis-33652 49 10 content content PROPN bracis-33652 49 11 and and CCONJ bracis-33652 49 12 the the DET bracis-33652 49 13 coverage coverage NOUN bracis-33652 49 14 in in ADP bracis-33652 49 15 poscomp poscomp NOUN bracis-33652 49 16 exams exam NOUN bracis-33652 49 17 over over ADP bracis-33652 49 18 the the DET bracis-33652 49 19 years year NOUN bracis-33652 49 20 , , PUNCT bracis-33652 49 21 suggesting suggest VERB bracis-33652 49 22 the the DET bracis-33652 49 23 need need NOUN bracis-33652 49 24 to to PART bracis-33652 49 25 better well ADV bracis-33652 49 26 align align VERB bracis-33652 49 27 the the DET bracis-33652 49 28 exam exam NOUN bracis-33652 49 29 content content NOUN bracis-33652 49 30 with with ADP bracis-33652 49 31 the the DET bracis-33652 49 32 proposed propose VERB bracis-33652 49 33 curriculum curriculum NOUN bracis-33652 49 34 . . PUNCT bracis-33652 50 1 the the DET bracis-33652 50 2 authors author NOUN bracis-33652 50 3 in in ADP bracis-33652 50 4 [ [ X bracis-33652 50 5 8 8 NUM bracis-33652 50 6 ] ] PUNCT bracis-33652 50 7 evaluated evaluated ADJ bracis-33652 50 8 student student NOUN bracis-33652 50 9 performance performance NOUN bracis-33652 50 10 to to PART bracis-33652 50 11 improve improve VERB bracis-33652 50 12 courses course NOUN bracis-33652 50 13 using use VERB bracis-33652 50 14 educational educational ADJ bracis-33652 50 15 data datum NOUN bracis-33652 50 16 mining mining NOUN bracis-33652 50 17 techniques technique NOUN bracis-33652 50 18 . . PUNCT bracis-33652 51 1 they they PRON bracis-33652 51 2 employed employ VERB bracis-33652 51 3 methods method NOUN bracis-33652 51 4 to to PART bracis-33652 51 5 extract extract VERB bracis-33652 51 6 useful useful ADJ bracis-33652 51 7 information information NOUN bracis-33652 51 8 from from ADP bracis-33652 51 9 student student NOUN bracis-33652 51 10 performance performance NOUN bracis-33652 51 11 data datum NOUN bracis-33652 51 12 and and CCONJ bracis-33652 51 13 predict predict VERB bracis-33652 51 14 future future ADJ bracis-33652 51 15 outcomes outcome NOUN bracis-33652 51 16 using use VERB bracis-33652 51 17 machine machine NOUN bracis-33652 51 18 learning learning NOUN bracis-33652 51 19 techniques technique NOUN bracis-33652 51 20 , , PUNCT bracis-33652 51 21 specifically specifically ADV bracis-33652 51 22 decision decision NOUN bracis-33652 51 23 tree tree NOUN bracis-33652 51 24 . . PUNCT bracis-33652 52 1 the the DET bracis-33652 52 2 knowledge knowledge NOUN bracis-33652 52 3 discovery discovery NOUN bracis-33652 52 4 in in ADP bracis-33652 52 5 databases database NOUN bracis-33652 52 6 ( ( PUNCT bracis-33652 52 7 kdd kdd NOUN bracis-33652 52 8 ) ) PUNCT bracis-33652 52 9 process process NOUN bracis-33652 52 10 was be AUX bracis-33652 52 11 used use VERB bracis-33652 52 12 for for ADP bracis-33652 52 13 data data NOUN bracis-33652 52 14 preparation preparation NOUN bracis-33652 52 15 , , PUNCT bracis-33652 52 16 knowledge knowledge NOUN bracis-33652 52 17 extraction extraction NOUN bracis-33652 52 18 , , PUNCT bracis-33652 52 19 and and CCONJ bracis-33652 52 20 the the DET bracis-33652 52 21 identification identification NOUN bracis-33652 52 22 of of ADP bracis-33652 52 23 useful useful ADJ bracis-33652 52 24 patterns pattern NOUN bracis-33652 52 25 in in ADP bracis-33652 52 26 educational educational ADJ bracis-33652 52 27 datasets dataset NOUN bracis-33652 52 28 . . PUNCT bracis-33652 53 1 the the DET bracis-33652 53 2 research research NOUN bracis-33652 53 3 by by ADP bracis-33652 53 4 [ [ X bracis-33652 53 5 2 2 NUM bracis-33652 53 6 ] ] PUNCT bracis-33652 53 7 applied apply VERB bracis-33652 53 8 educational educational ADJ bracis-33652 53 9 data datum NOUN bracis-33652 53 10 mining mining NOUN bracis-33652 53 11 approaches approach NOUN bracis-33652 53 12 to to ADP bracis-33652 53 13 model model NOUN bracis-33652 53 14 student student NOUN bracis-33652 53 15 performance performance NOUN bracis-33652 53 16 using use VERB bracis-33652 53 17 classification classification NOUN bracis-33652 53 18 models model NOUN bracis-33652 53 19 such such ADJ bracis-33652 53 20 as as ADP bracis-33652 53 21 naïve naïve ADJ bracis-33652 53 22 bayes bayes NOUN bracis-33652 53 23 , , PUNCT bracis-33652 53 24 decision decision NOUN bracis-33652 53 25 tree tree NOUN bracis-33652 53 26 , , PUNCT bracis-33652 53 27 and and CCONJ bracis-33652 53 28 deep deep ADJ bracis-33652 53 29 learning learning NOUN bracis-33652 53 30 . . PUNCT bracis-33652 54 1 they they PRON bracis-33652 54 2 reported report VERB bracis-33652 54 3 that that SCONJ bracis-33652 54 4 the the DET bracis-33652 54 5 deep deep ADJ bracis-33652 54 6 learning learning NOUN bracis-33652 54 7 classifier classifier NOUN bracis-33652 54 8 outperformed outperform VERB bracis-33652 54 9 others other NOUN bracis-33652 54 10 , , PUNCT bracis-33652 54 11 with with ADP bracis-33652 54 12 an an DET bracis-33652 54 13 overall overall ADJ bracis-33652 54 14 prediction prediction NOUN bracis-33652 54 15 accuracy accuracy NOUN bracis-33652 54 16 of of ADP bracis-33652 54 17 95 95 NUM bracis-33652 54 18 % % NOUN bracis-33652 54 19 . . PUNCT bracis-33652 55 1 this this DET bracis-33652 55 2 work work NOUN bracis-33652 55 3 was be AUX bracis-33652 55 4 conducted conduct VERB bracis-33652 55 5 using use VERB bracis-33652 55 6 data datum NOUN bracis-33652 55 7 from from ADP bracis-33652 55 8 an an DET bracis-33652 55 9 information information NOUN bracis-33652 55 10 technology technology NOUN bracis-33652 55 11 bachelor bachelor NOUN bracis-33652 55 12 ’s ’s PART bracis-33652 55 13 course course NOUN bracis-33652 55 14 over over ADP bracis-33652 55 15 six six NUM bracis-33652 55 16 semesters semester NOUN bracis-33652 55 17 . . PUNCT bracis-33652 56 1 the the DET bracis-33652 56 2 authors author NOUN bracis-33652 56 3 in in ADP bracis-33652 56 4 [ [ X bracis-33652 56 5 20 20 NUM bracis-33652 56 6 ] ] PUNCT bracis-33652 56 7 reported report VERB bracis-33652 56 8 that that SCONJ bracis-33652 56 9 dropout dropout NOUN bracis-33652 56 10 rates rate NOUN bracis-33652 56 11 are be AUX bracis-33652 56 12 higher high ADJ bracis-33652 56 13 in in ADP bracis-33652 56 14 computer computer NOUN bracis-33652 56 15 science science NOUN bracis-33652 56 16 courses course NOUN bracis-33652 56 17 . . PUNCT bracis-33652 57 1 to to PART bracis-33652 57 2 address address VERB bracis-33652 57 3 this this DET bracis-33652 57 4 issue issue NOUN bracis-33652 57 5 , , PUNCT bracis-33652 57 6 they they PRON bracis-33652 57 7 applied apply VERB bracis-33652 57 8 data datum NOUN bracis-33652 57 9 mining mining NOUN bracis-33652 57 10 techniques technique NOUN bracis-33652 57 11 , , PUNCT bracis-33652 57 12 which which PRON bracis-33652 57 13 are be AUX bracis-33652 57 14 gaining gain VERB bracis-33652 57 15 traction traction NOUN bracis-33652 57 16 in in ADP bracis-33652 57 17 education education NOUN bracis-33652 57 18 . . PUNCT bracis-33652 58 1 they they PRON bracis-33652 58 2 used use VERB bracis-33652 58 3 decision decision NOUN bracis-33652 58 4 tree tree NOUN bracis-33652 58 5 techniques technique NOUN bracis-33652 58 6 and and CCONJ bracis-33652 58 7 employed employ VERB bracis-33652 58 8 three three NUM bracis-33652 58 9 execution execution NOUN bracis-33652 58 10 options option NOUN bracis-33652 58 11 : : PUNCT bracis-33652 58 12 use use VERB bracis-33652 58 13 training training NOUN bracis-33652 58 14 set set NOUN bracis-33652 58 15 , , PUNCT bracis-33652 58 16 supplied supply VERB bracis-33652 58 17 test test NOUN bracis-33652 58 18 set set NOUN bracis-33652 58 19 , , PUNCT bracis-33652 58 20 and and CCONJ bracis-33652 58 21 cross cross NOUN bracis-33652 58 22 - - NOUN bracis-33652 58 23 validation validation NOUN bracis-33652 58 24 . . PUNCT bracis-33652 59 1 they they PRON bracis-33652 59 2 concluded conclude VERB bracis-33652 59 3 that that SCONJ bracis-33652 59 4 the the DET bracis-33652 59 5 use use NOUN bracis-33652 59 6 training training NOUN bracis-33652 59 7 set set NOUN bracis-33652 59 8 option option NOUN bracis-33652 59 9 provided provide VERB bracis-33652 59 10 the the DET bracis-33652 59 11 best good ADJ bracis-33652 59 12 classification classification NOUN bracis-33652 59 13 accuracy accuracy NOUN bracis-33652 59 14 , , PUNCT bracis-33652 59 15 but but CCONJ bracis-33652 59 16 noted note VERB bracis-33652 59 17 that that SCONJ bracis-33652 59 18 it it PRON bracis-33652 59 19 was be AUX bracis-33652 59 20 not not PART bracis-33652 59 21 realistic realistic ADJ bracis-33652 59 22 for for ADP bracis-33652 59 23 training training NOUN bracis-33652 59 24 . . PUNCT bracis-33652 60 1 the the DET bracis-33652 60 2 j4.8 j4.8 PROPN bracis-33652 60 3 algorithm algorithm NOUN bracis-33652 60 4 and and CCONJ bracis-33652 60 5 cross cross NOUN bracis-33652 60 6 - - ADJ bracis-33652 60 7 validation validation NOUN bracis-33652 60 8 showed show VERB bracis-33652 60 9 good good ADJ bracis-33652 60 10 classification classification NOUN bracis-33652 60 11 accuracy accuracy NOUN bracis-33652 60 12 . . PUNCT bracis-33652 61 1 in in ADP bracis-33652 61 2 [ [ X bracis-33652 61 3 1 1 NUM bracis-33652 61 4 ] ] PUNCT bracis-33652 61 5 , , PUNCT bracis-33652 61 6 data data NOUN bracis-33652 61 7 mining mining NOUN bracis-33652 61 8 techniques technique NOUN bracis-33652 61 9 were be AUX bracis-33652 61 10 used use VERB bracis-33652 61 11 to to PART bracis-33652 61 12 analyze analyze VERB bracis-33652 61 13 and and CCONJ bracis-33652 61 14 predict predict VERB bracis-33652 61 15 student student NOUN bracis-33652 61 16 academic academic ADJ bracis-33652 61 17 performance performance NOUN bracis-33652 61 18 to to PART bracis-33652 61 19 propose propose VERB bracis-33652 61 20 interventions intervention NOUN bracis-33652 61 21 for for ADP bracis-33652 61 22 improvement improvement NOUN bracis-33652 61 23 . . PUNCT bracis-33652 62 1 the the DET bracis-33652 62 2 authors author NOUN bracis-33652 62 3 aimed aim VERB bracis-33652 62 4 to to PART bracis-33652 62 5 calculate calculate VERB bracis-33652 62 6 the the DET bracis-33652 62 7 academic academic ADJ bracis-33652 62 8 performance performance NOUN bracis-33652 62 9 of of ADP bracis-33652 62 10 undergraduate undergraduate ADJ bracis-33652 62 11 students student NOUN bracis-33652 62 12 using use VERB bracis-33652 62 13 data datum NOUN bracis-33652 62 14 mining mining NOUN bracis-33652 62 15 techniques technique NOUN bracis-33652 62 16 , , PUNCT bracis-33652 62 17 specifically specifically ADV bracis-33652 62 18 classification classification NOUN bracis-33652 62 19 algorithms algorithm NOUN bracis-33652 62 20 , , PUNCT bracis-33652 62 21 on on ADP bracis-33652 62 22 records record NOUN bracis-33652 62 23 of of ADP bracis-33652 62 24 800 800 NUM bracis-33652 62 25 computer computer NOUN bracis-33652 62 26 science science NOUN bracis-33652 62 27 students student NOUN bracis-33652 62 28 . . PUNCT bracis-33652 63 1 they they PRON bracis-33652 63 2 used use VERB bracis-33652 63 3 four four NUM bracis-33652 63 4 feature feature NOUN bracis-33652 63 5 selection selection NOUN bracis-33652 63 6 methods method NOUN bracis-33652 63 7 : : PUNCT bracis-33652 63 8 genetic genetic ADJ bracis-33652 63 9 algorithms algorithm NOUN bracis-33652 63 10 , , PUNCT bracis-33652 63 11 gain gain VERB bracis-33652 63 12 ratio ratio NOUN bracis-33652 63 13 , , PUNCT bracis-33652 63 14 relief relief NOUN bracis-33652 63 15 , , PUNCT bracis-33652 63 16 and and CCONJ bracis-33652 63 17 information information NOUN bracis-33652 63 18 gain gain NOUN bracis-33652 63 19 , , PUNCT bracis-33652 63 20 and and CCONJ bracis-33652 63 21 for for ADP bracis-33652 63 22 classification classification NOUN bracis-33652 63 23 algorithms algorithm NOUN bracis-33652 63 24 : : PUNCT bracis-33652 63 25 k k ADJ bracis-33652 63 26 - - PUNCT bracis-33652 63 27 nearest near ADJ bracis-33652 63 28 neighbor neighbor NOUN bracis-33652 63 29 , , PUNCT bracis-33652 63 30 naïve naïve ADJ bracis-33652 63 31 bayes bayes NOUN bracis-33652 63 32 , , PUNCT bracis-33652 63 33 bagging bagging NOUN bracis-33652 63 34 , , PUNCT bracis-33652 63 35 random random ADJ bracis-33652 63 36 forest forest NOUN bracis-33652 63 37 , , PUNCT bracis-33652 63 38 and and CCONJ bracis-33652 63 39 j48 j48 ADJ bracis-33652 63 40 decision decision NOUN bracis-33652 63 41 tree tree NOUN bracis-33652 63 42 . . PUNCT bracis-33652 64 1 the the DET bracis-33652 64 2 experimental experimental ADJ bracis-33652 64 3 results result NOUN bracis-33652 64 4 showed show VERB bracis-33652 64 5 that that SCONJ bracis-33652 64 6 genetic genetic ADJ bracis-33652 64 7 algorithms algorithm NOUN bracis-33652 64 8 provided provide VERB bracis-33652 64 9 the the DET bracis-33652 64 10 best good ADJ bracis-33652 64 11 accuracy accuracy NOUN bracis-33652 64 12 of of ADP bracis-33652 64 13 91.37 91.37 NUM bracis-33652 64 14 % % NOUN bracis-33652 64 15 with with ADP bracis-33652 64 16 the the DET bracis-33652 64 17 knn knn PROPN bracis-33652 64 18 classifier classifier NOUN bracis-33652 64 19 . . PUNCT bracis-33652 65 1 among among ADP bracis-33652 65 2 various various ADJ bracis-33652 65 3 performance performance NOUN bracis-33652 65 4 analysis analysis NOUN bracis-33652 65 5 approaches approach VERB bracis-33652 65 6 many many ADJ bracis-33652 65 7 studies study NOUN bracis-33652 65 8 focus focus VERB bracis-33652 65 9 on on ADP bracis-33652 65 10 identifying identify VERB bracis-33652 65 11 student student NOUN bracis-33652 65 12 profiles profile NOUN bracis-33652 65 13 and and CCONJ bracis-33652 65 14 predicting predict VERB bracis-33652 65 15 dropout dropout NOUN bracis-33652 65 16 rates rate NOUN bracis-33652 65 17 . . PUNCT bracis-33652 66 1 however however ADV bracis-33652 66 2 , , PUNCT bracis-33652 66 3 there there PRON bracis-33652 66 4 is be VERB bracis-33652 66 5 a a DET bracis-33652 66 6 need need NOUN bracis-33652 66 7 to to PART bracis-33652 66 8 implement implement VERB bracis-33652 66 9 intelligent intelligent ADJ bracis-33652 66 10 tools tool NOUN bracis-33652 66 11 for for ADP bracis-33652 66 12 decision decision NOUN bracis-33652 66 13 - - PUNCT bracis-33652 66 14 making making NOUN bracis-33652 66 15 in in ADP bracis-33652 66 16 identifying identify VERB bracis-33652 66 17 participant participant ADJ bracis-33652 66 18 specialties specialty NOUN bracis-33652 66 19 . . PUNCT bracis-33652 67 1 this this DET bracis-33652 67 2 study study NOUN bracis-33652 67 3 recommends recommend VERB bracis-33652 67 4 developing develop VERB bracis-33652 67 5 a a DET bracis-33652 67 6 vocational vocational ADJ bracis-33652 67 7 guidance guidance NOUN bracis-33652 67 8 system system NOUN bracis-33652 67 9 using use VERB bracis-33652 67 10 machine machine NOUN bracis-33652 67 11 learning learn VERB bracis-33652 67 12 algorithms algorithm NOUN bracis-33652 67 13 for for ADP bracis-33652 67 14 specialty specialty NOUN bracis-33652 67 15 classification classification NOUN bracis-33652 67 16 . . PUNCT bracis-33652 68 1 the the DET bracis-33652 68 2 goal goal NOUN bracis-33652 68 3 is be AUX bracis-33652 68 4 to to PART bracis-33652 68 5 assist assist VERB bracis-33652 68 6 poscomp poscomp NOUN bracis-33652 68 7 participants participant NOUN bracis-33652 68 8 in in ADP bracis-33652 68 9 choosing choose VERB bracis-33652 68 10 specialties specialty NOUN bracis-33652 68 11 for for ADP bracis-33652 68 12 master master NOUN bracis-33652 68 13 ’s ’s PART bracis-33652 68 14 or or CCONJ bracis-33652 68 15 doctoral doctoral ADJ bracis-33652 68 16 programs program NOUN bracis-33652 68 17 based base VERB bracis-33652 68 18 on on ADP bracis-33652 68 19 their their PRON bracis-33652 68 20 exam exam NOUN bracis-33652 68 21 scores score NOUN bracis-33652 68 22 . . PUNCT bracis-33652 69 1 this this DET bracis-33652 69 2 work work NOUN bracis-33652 69 3 addresses address NOUN bracis-33652 69 4 gaps gap NOUN bracis-33652 69 5 left leave VERB bracis-33652 69 6 by by ADP bracis-33652 69 7 previous previous ADJ bracis-33652 69 8 studies study NOUN bracis-33652 69 9 and and CCONJ bracis-33652 69 10 opens open VERB bracis-33652 69 11 new new ADJ bracis-33652 69 12 possibilities possibility NOUN bracis-33652 69 13 for for ADP bracis-33652 69 14 vocational vocational ADJ bracis-33652 69 15 guidance guidance NOUN bracis-33652 69 16 in in ADP bracis-33652 69 17 the the DET bracis-33652 69 18 field field NOUN bracis-33652 69 19 of of ADP bracis-33652 69 20 computer computer NOUN bracis-33652 69 21 science science NOUN bracis-33652 69 22 . . PUNCT bracis-33652 70 1 3 3 NUM bracis-33652 70 2 methodology methodology NOUN bracis-33652 70 3 this this DET bracis-33652 70 4 study study NOUN bracis-33652 70 5 aims aim VERB bracis-33652 70 6 to to PART bracis-33652 70 7 develop develop VERB bracis-33652 70 8 an an DET bracis-33652 70 9 intelligent intelligent ADJ bracis-33652 70 10 tool tool NOUN bracis-33652 70 11 to to PART bracis-33652 70 12 assist assist VERB bracis-33652 70 13 students student NOUN bracis-33652 70 14 , , PUNCT bracis-33652 70 15 professors professor NOUN bracis-33652 70 16 , , PUNCT bracis-33652 70 17 and and CCONJ bracis-33652 70 18 educational educational ADJ bracis-33652 70 19 institutions institution NOUN bracis-33652 70 20 , , PUNCT bracis-33652 70 21 primarily primarily ADV bracis-33652 70 22 in in ADP bracis-33652 70 23 identifying identify VERB bracis-33652 70 24 specialties specialty NOUN bracis-33652 70 25 for for ADP bracis-33652 70 26 conducting conduct VERB bracis-33652 70 27 postgraduate postgraduate NOUN bracis-33652 70 28 research research NOUN bracis-33652 70 29 . . PUNCT bracis-33652 71 1 for for ADP bracis-33652 71 2 this this DET bracis-33652 71 3 purpose purpose NOUN bracis-33652 71 4 , , PUNCT bracis-33652 71 5 data datum NOUN bracis-33652 71 6 from from ADP bracis-33652 71 7 participants participant NOUN bracis-33652 71 8 who who PRON bracis-33652 71 9 took take VERB bracis-33652 71 10 the the DET bracis-33652 71 11 poscomp poscomp NOUN bracis-33652 71 12 exam exam NOUN bracis-33652 71 13 between between ADP bracis-33652 71 14 2016 2016 NUM bracis-33652 71 15 and and CCONJ bracis-33652 71 16 2019 2019 NUM bracis-33652 71 17 were be AUX bracis-33652 71 18 used use VERB bracis-33652 71 19 . . PUNCT bracis-33652 72 1 data datum NOUN bracis-33652 72 2 from from ADP bracis-33652 72 3 2020 2020 NUM bracis-33652 72 4 , , PUNCT bracis-33652 72 5 2021 2021 NUM bracis-33652 72 6 , , PUNCT bracis-33652 72 7 and and CCONJ bracis-33652 72 8 2022 2022 NUM bracis-33652 72 9 were be AUX bracis-33652 72 10 not not PART bracis-33652 72 11 collected collect VERB bracis-33652 72 12 due due ADP bracis-33652 72 13 to to ADP bracis-33652 72 14 the the DET bracis-33652 72 15 pandemic pandemic NOUN bracis-33652 72 16 . . PUNCT bracis-33652 73 1 thus thus ADV bracis-33652 73 2 , , PUNCT bracis-33652 73 3 the the DET bracis-33652 73 4 development development NOUN bracis-33652 73 5 and and CCONJ bracis-33652 73 6 implementation implementation NOUN bracis-33652 73 7 of of ADP bracis-33652 73 8 the the DET bracis-33652 73 9 vocational vocational ADJ bracis-33652 73 10 guidance guidance NOUN bracis-33652 73 11 system system NOUN bracis-33652 73 12 employed employ VERB bracis-33652 73 13 supervised supervised ADJ bracis-33652 73 14 machine machine NOUN bracis-33652 73 15 learning learn VERB bracis-33652 73 16 techniques technique NOUN bracis-33652 73 17 and and CCONJ bracis-33652 73 18 algorithms algorithm NOUN bracis-33652 73 19 to to PART bracis-33652 73 20 build build VERB bracis-33652 73 21 the the DET bracis-33652 73 22 specialty specialty NOUN bracis-33652 73 23 classifier classifier NOUN bracis-33652 73 24 . . PUNCT bracis-33652 74 1 data datum NOUN bracis-33652 74 2 were be AUX bracis-33652 74 3 obtained obtain VERB bracis-33652 74 4 through through ADP bracis-33652 74 5 an an DET bracis-33652 74 6 official official ADJ bracis-33652 74 7 request request NOUN bracis-33652 74 8 to to ADP bracis-33652 74 9 the the DET bracis-33652 74 10 brazilian brazilian ADJ bracis-33652 74 11 computer computer NOUN bracis-33652 74 12 society society NOUN bracis-33652 74 13 ( ( PUNCT bracis-33652 74 14 sbc sbc NOUN bracis-33652 74 15 ) ) PUNCT bracis-33652 74 16 . . PUNCT bracis-33652 75 1 these these DET bracis-33652 75 2 data datum NOUN bracis-33652 75 3 pertain pertain VERB bracis-33652 75 4 to to ADP bracis-33652 75 5 candidates candidate NOUN bracis-33652 75 6 who who PRON bracis-33652 75 7 graduated graduate VERB bracis-33652 75 8 from from ADP bracis-33652 75 9 computer computer NOUN bracis-33652 75 10 science science NOUN bracis-33652 75 11 - - PUNCT bracis-33652 75 12 related relate VERB bracis-33652 75 13 courses course NOUN bracis-33652 75 14 [ [ X bracis-33652 75 15 22 22 NUM bracis-33652 75 16 ] ] PUNCT bracis-33652 75 17 . . PUNCT bracis-33652 76 1 a a DET bracis-33652 76 2 total total NOUN bracis-33652 76 3 of of ADP bracis-33652 76 4 14,575 14,575 NUM bracis-33652 76 5 records record NOUN bracis-33652 76 6 with with ADP bracis-33652 76 7 35 35 NUM bracis-33652 76 8 attributes attribute NOUN bracis-33652 76 9 of of ADP bracis-33652 76 10 the the DET bracis-33652 76 11 participants participant NOUN bracis-33652 76 12 were be AUX bracis-33652 76 13 identified identify VERB bracis-33652 76 14 . . PUNCT bracis-33652 77 1 the the DET bracis-33652 77 2 kdd kdd PROPN bracis-33652 77 3 process process NOUN bracis-33652 77 4 was be AUX bracis-33652 77 5 used use VERB bracis-33652 77 6 to to PART bracis-33652 77 7 carry carry VERB bracis-33652 77 8 out out ADP bracis-33652 77 9 the the DET bracis-33652 77 10 knowledge knowledge NOUN bracis-33652 77 11 discovery discovery NOUN bracis-33652 77 12 stages stage NOUN bracis-33652 77 13 and and CCONJ bracis-33652 77 14 implement implement VERB bracis-33652 77 15 data datum NOUN bracis-33652 77 16 analysis analysis NOUN bracis-33652 77 17 . . PUNCT bracis-33652 78 1 as as SCONJ bracis-33652 78 2 defined define VERB bracis-33652 78 3 by by ADP bracis-33652 78 4 [ [ X bracis-33652 78 5 7 7 X bracis-33652 78 6 ] ] PUNCT bracis-33652 78 7 on on ADP bracis-33652 78 8 the the DET bracis-33652 78 9 kdd kdd PROPN bracis-33652 78 10 process process NOUN bracis-33652 78 11 , , PUNCT bracis-33652 78 12 it it PRON bracis-33652 78 13 involves involve VERB bracis-33652 78 14 a a DET bracis-33652 78 15 non non ADJ bracis-33652 78 16 - - ADJ bracis-33652 78 17 trivial trivial ADJ bracis-33652 78 18 process process NOUN bracis-33652 78 19 of of ADP bracis-33652 78 20 identifying identify VERB bracis-33652 78 21 valid valid ADJ bracis-33652 78 22 , , PUNCT bracis-33652 78 23 novel novel ADJ bracis-33652 78 24 , , PUNCT bracis-33652 78 25 potentially potentially ADV bracis-33652 78 26 useful useful ADJ bracis-33652 78 27 , , PUNCT bracis-33652 78 28 and and CCONJ bracis-33652 78 29 ultimately ultimately ADV bracis-33652 78 30 understandable understandable ADJ bracis-33652 78 31 patterns pattern NOUN bracis-33652 78 32 from from ADP bracis-33652 78 33 data datum NOUN bracis-33652 78 34 . . PUNCT bracis-33652 79 1 3.1 3.1 NUM bracis-33652 79 2 preprocessing preprocessing NOUN bracis-33652 79 3 during during ADP bracis-33652 79 4 attribute attribute NOUN bracis-33652 79 5 selection selection NOUN bracis-33652 79 6 , , PUNCT bracis-33652 79 7 participant participant ADJ bracis-33652 79 8 characteristics characteristic NOUN bracis-33652 79 9 , , PUNCT bracis-33652 79 10 and and CCONJ bracis-33652 79 11 exam exam NOUN bracis-33652 79 12 scores score NOUN bracis-33652 79 13 were be AUX bracis-33652 79 14 considered consider VERB bracis-33652 79 15 . . PUNCT bracis-33652 80 1 among among ADP bracis-33652 80 2 the the DET bracis-33652 80 3 35 35 NUM bracis-33652 80 4 attributes attribute NOUN bracis-33652 80 5 provided provide VERB bracis-33652 80 6 by by ADP bracis-33652 80 7 sbc sbc NOUN bracis-33652 80 8 , , PUNCT bracis-33652 80 9 age age NOUN bracis-33652 80 10 , , PUNCT bracis-33652 80 11 gender gender NOUN bracis-33652 80 12 , , PUNCT bracis-33652 80 13 state state NOUN bracis-33652 80 14 , , PUNCT bracis-33652 80 15 region region NOUN bracis-33652 80 16 , , PUNCT bracis-33652 80 17 specialties specialty NOUN bracis-33652 80 18 , , PUNCT bracis-33652 80 19 and and CCONJ bracis-33652 80 20 participant participant ADJ bracis-33652 80 21 scores score NOUN bracis-33652 80 22 were be AUX bracis-33652 80 23 selected select VERB bracis-33652 80 24 . . PUNCT bracis-33652 81 1 these these DET bracis-33652 81 2 attributes attribute NOUN bracis-33652 81 3 were be AUX bracis-33652 81 4 used use VERB bracis-33652 81 5 in in ADP bracis-33652 81 6 machine machine NOUN bracis-33652 81 7 learning learn VERB bracis-33652 81 8 algorithms algorithm NOUN bracis-33652 81 9 for for SCONJ bracis-33652 81 10 the the DET bracis-33652 81 11 classifier classifier NOUN bracis-33652 81 12 to to PART bracis-33652 81 13 identify identify VERB bracis-33652 81 14 specialties specialty NOUN bracis-33652 81 15 based base VERB bracis-33652 81 16 on on ADP bracis-33652 81 17 participant participant ADJ bracis-33652 81 18 characteristics characteristic NOUN bracis-33652 81 19 and and CCONJ bracis-33652 81 20 knowledge knowledge NOUN bracis-33652 81 21 . . PUNCT bracis-33652 82 1 with with ADP bracis-33652 82 2 the the DET bracis-33652 82 3 selected select VERB bracis-33652 82 4 attributes attribute NOUN bracis-33652 82 5 , , PUNCT bracis-33652 82 6 preprocessing preprocessing NOUN bracis-33652 82 7 was be AUX bracis-33652 82 8 performed perform VERB bracis-33652 82 9 to to PART bracis-33652 82 10 identify identify VERB bracis-33652 82 11 duplicate duplicate VERB bracis-33652 82 12 and and CCONJ bracis-33652 82 13 inappropriate inappropriate ADJ bracis-33652 82 14 information information NOUN bracis-33652 82 15 for for ADP bracis-33652 82 16 the the DET bracis-33652 82 17 model model NOUN bracis-33652 82 18 application application NOUN bracis-33652 82 19 . . PUNCT bracis-33652 83 1 for for ADP bracis-33652 83 2 instance instance NOUN bracis-33652 83 3 , , PUNCT bracis-33652 83 4 candidates candidate NOUN bracis-33652 83 5 who who PRON bracis-33652 83 6 took take VERB bracis-33652 83 7 the the DET bracis-33652 83 8 exam exam NOUN bracis-33652 83 9 only only ADV bracis-33652 83 10 for for ADP bracis-33652 83 11 self self NOUN bracis-33652 83 12 - - PUNCT bracis-33652 83 13 evaluation evaluation NOUN bracis-33652 83 14 , , PUNCT bracis-33652 83 15 without without ADP bracis-33652 83 16 intending intend VERB bracis-33652 83 17 to to PART bracis-33652 83 18 enter enter VERB bracis-33652 83 19 postgraduate postgraduate NOUN bracis-33652 83 20 programs program NOUN bracis-33652 83 21 , , PUNCT bracis-33652 83 22 were be AUX bracis-33652 83 23 removed remove VERB bracis-33652 83 24 . . PUNCT bracis-33652 84 1 similarly similarly ADV bracis-33652 84 2 , , PUNCT bracis-33652 84 3 participants participant NOUN bracis-33652 84 4 residing reside VERB bracis-33652 84 5 in in ADP bracis-33652 84 6 peru peru PROPN bracis-33652 84 7 were be AUX bracis-33652 84 8 also also ADV bracis-33652 84 9 removed remove VERB bracis-33652 84 10 . . PUNCT bracis-33652 85 1 participants participant NOUN bracis-33652 85 2 who who PRON bracis-33652 85 3 registered register VERB bracis-33652 85 4 incorrectly incorrectly ADV bracis-33652 85 5 were be AUX bracis-33652 85 6 excluded exclude VERB bracis-33652 85 7 since since SCONJ bracis-33652 85 8 no no DET bracis-33652 85 9 information information NOUN bracis-33652 85 10 was be AUX bracis-33652 85 11 found find VERB bracis-33652 85 12 for for ADP bracis-33652 85 13 replacing replace VERB bracis-33652 85 14 and and CCONJ bracis-33652 85 15 correcting correct VERB bracis-33652 85 16 this this DET bracis-33652 85 17 data datum NOUN bracis-33652 85 18 . . PUNCT bracis-33652 86 1 additionally additionally ADV bracis-33652 86 2 , , PUNCT bracis-33652 86 3 participants participant NOUN bracis-33652 86 4 with with ADP bracis-33652 86 5 an an DET bracis-33652 86 6 average average ADJ bracis-33652 86 7 score score NOUN bracis-33652 86 8 below below ADP bracis-33652 86 9 17 17 NUM bracis-33652 86 10 points point NOUN bracis-33652 86 11 in in ADP bracis-33652 86 12 the the DET bracis-33652 86 13 final final ADJ bracis-33652 86 14 grade grade NOUN bracis-33652 86 15 were be AUX bracis-33652 86 16 removed remove VERB bracis-33652 86 17 based base VERB bracis-33652 86 18 on on ADP bracis-33652 86 19 descriptive descriptive ADJ bracis-33652 86 20 analysis analysis NOUN bracis-33652 86 21 and and CCONJ bracis-33652 86 22 normal normal ADJ bracis-33652 86 23 distribution distribution NOUN bracis-33652 86 24 . . PUNCT bracis-33652 87 1 in in ADP bracis-33652 87 2 the the DET bracis-33652 87 3 poscomp poscomp NOUN bracis-33652 87 4 data datum NOUN bracis-33652 87 5 , , PUNCT bracis-33652 87 6 there there PRON bracis-33652 87 7 is be VERB bracis-33652 87 8 an an DET bracis-33652 87 9 attribute attribute NOUN bracis-33652 87 10 for for ADP bracis-33652 87 11 specialties specialty NOUN bracis-33652 87 12 , , PUNCT bracis-33652 87 13 containing contain VERB bracis-33652 87 14 the the DET bracis-33652 87 15 areas area NOUN bracis-33652 87 16 of of ADP bracis-33652 87 17 concentration concentration NOUN bracis-33652 87 18 and and CCONJ bracis-33652 87 19 research research NOUN bracis-33652 87 20 lines line NOUN bracis-33652 87 21 that that PRON bracis-33652 87 22 participants participant NOUN bracis-33652 87 23 choose choose VERB bracis-33652 87 24 for for ADP bracis-33652 87 25 their their PRON bracis-33652 87 26 master master NOUN bracis-33652 87 27 ’s ’s PART bracis-33652 87 28 and and CCONJ bracis-33652 87 29 doctoral doctoral ADJ bracis-33652 87 30 studies study NOUN bracis-33652 87 31 . . PUNCT bracis-33652 88 1 when when SCONJ bracis-33652 88 2 registering register VERB bracis-33652 88 3 , , PUNCT bracis-33652 88 4 candidates candidate NOUN bracis-33652 88 5 can can AUX bracis-33652 88 6 select select VERB bracis-33652 88 7 more more ADJ bracis-33652 88 8 than than ADP bracis-33652 88 9 one one NUM bracis-33652 88 10 specialty specialty NOUN bracis-33652 88 11 as as ADP bracis-33652 88 12 an an DET bracis-33652 88 13 alternative alternative NOUN bracis-33652 88 14 for for ADP bracis-33652 88 15 possible possible ADJ bracis-33652 88 16 studies study NOUN bracis-33652 88 17 during during ADP bracis-33652 88 18 their their PRON bracis-33652 88 19 postgraduate postgraduate NOUN bracis-33652 88 20 studies study NOUN bracis-33652 88 21 . . PUNCT bracis-33652 89 1 procedures procedure NOUN bracis-33652 89 2 were be AUX bracis-33652 89 3 implemented implement VERB bracis-33652 89 4 to to PART bracis-33652 89 5 identify identify VERB bracis-33652 89 6 candidates candidate NOUN bracis-33652 89 7 who who PRON bracis-33652 89 8 opted opt VERB bracis-33652 89 9 for for ADP bracis-33652 89 10 more more ADJ bracis-33652 89 11 than than ADP bracis-33652 89 12 one one NUM bracis-33652 89 13 option option NOUN bracis-33652 89 14 . . PUNCT bracis-33652 90 1 thus thus ADV bracis-33652 90 2 , , PUNCT bracis-33652 90 3 only only ADV bracis-33652 90 4 the the DET bracis-33652 90 5 specialties specialty NOUN bracis-33652 90 6 considered consider VERB bracis-33652 90 7 as as SCONJ bracis-33652 90 8 the the DET bracis-33652 90 9 first first ADJ bracis-33652 90 10 option option NOUN bracis-33652 90 11 by by ADP bracis-33652 90 12 the the DET bracis-33652 90 13 participants participant NOUN bracis-33652 90 14 were be AUX bracis-33652 90 15 selected select VERB bracis-33652 90 16 . . PUNCT bracis-33652 91 1 as as SCONJ bracis-33652 91 2 specialties specialty NOUN bracis-33652 91 3 were be AUX bracis-33652 91 4 selected select VERB bracis-33652 91 5 , , PUNCT bracis-33652 91 6 these these PRON bracis-33652 91 7 were be AUX bracis-33652 91 8 merged merge VERB bracis-33652 91 9 . . PUNCT bracis-33652 92 1 due due ADP bracis-33652 92 2 to to ADP bracis-33652 92 3 the the DET bracis-33652 92 4 similarity similarity NOUN bracis-33652 92 5 in in ADP bracis-33652 92 6 specialties specialty NOUN bracis-33652 92 7 across across ADP bracis-33652 92 8 different different ADJ bracis-33652 92 9 postgraduate postgraduate NOUN bracis-33652 92 10 programs program NOUN bracis-33652 92 11 , , PUNCT bracis-33652 92 12 such such ADJ bracis-33652 92 13 as as ADP bracis-33652 92 14 artificial artificial ADJ bracis-33652 92 15 intelligence intelligence NOUN bracis-33652 92 16 and and CCONJ bracis-33652 92 17 computational computational ADJ bracis-33652 92 18 intelligence intelligence NOUN bracis-33652 92 19 , , PUNCT bracis-33652 92 20 as as ADV bracis-33652 92 21 well well ADV bracis-33652 92 22 as as ADP bracis-33652 92 23 software software NOUN bracis-33652 92 24 engineering engineering NOUN bracis-33652 92 25 and and CCONJ bracis-33652 92 26 software software NOUN bracis-33652 92 27 quality quality NOUN bracis-33652 92 28 , , PUNCT bracis-33652 92 29 it it PRON bracis-33652 92 30 was be AUX bracis-33652 92 31 decided decide VERB bracis-33652 92 32 to to PART bracis-33652 92 33 merge merge VERB bracis-33652 92 34 these these DET bracis-33652 92 35 specialties specialty NOUN bracis-33652 92 36 . . PUNCT bracis-33652 93 1 table table NOUN bracis-33652 93 2 1 1 NUM bracis-33652 93 3 . . PUNCT bracis-33652 94 1 poscomp poscomp NOUN bracis-33652 94 2 areas area NOUN bracis-33652 94 3 and and CCONJ bracis-33652 94 4 respective respective ADJ bracis-33652 94 5 topics.full topics.full NUM bracis-33652 94 6 size size NOUN bracis-33652 94 7 table table NOUN bracis-33652 94 8 each each DET bracis-33652 94 9 exam exam NOUN bracis-33652 94 10 question question NOUN bracis-33652 94 11 addresses address NOUN bracis-33652 94 12 areas area NOUN bracis-33652 94 13 of of ADP bracis-33652 94 14 computer computer NOUN bracis-33652 94 15 science science NOUN bracis-33652 94 16 , , PUNCT bracis-33652 94 17 which which PRON bracis-33652 94 18 include include VERB bracis-33652 94 19 mathematics mathematic NOUN bracis-33652 94 20 , , PUNCT bracis-33652 94 21 computing computing NOUN bracis-33652 94 22 fundamentals fundamental NOUN bracis-33652 94 23 , , PUNCT bracis-33652 94 24 and and CCONJ bracis-33652 94 25 computing compute VERB bracis-33652 94 26 technology technology NOUN bracis-33652 94 27 . . PUNCT bracis-33652 95 1 mathematics mathematic NOUN bracis-33652 95 2 covers cover VERB bracis-33652 95 3 topics topic NOUN bracis-33652 95 4 such such ADJ bracis-33652 95 5 as as ADP bracis-33652 95 6 differential differential ADJ bracis-33652 95 7 and and CCONJ bracis-33652 95 8 integral integral ADJ bracis-33652 95 9 calculus calculus NOUN bracis-33652 95 10 , , PUNCT bracis-33652 95 11 and and CCONJ bracis-33652 95 12 linear linear PROPN bracis-33652 95 13 algebra algebra NOUN bracis-33652 95 14 , , PUNCT bracis-33652 95 15 among among ADP bracis-33652 95 16 others other NOUN bracis-33652 95 17 . . PUNCT bracis-33652 96 1 additionally additionally ADV bracis-33652 96 2 , , PUNCT bracis-33652 96 3 the the DET bracis-33652 96 4 computing computing NOUN bracis-33652 96 5 fundamentals fundamental NOUN bracis-33652 96 6 area area NOUN bracis-33652 96 7 includes include VERB bracis-33652 96 8 topics topic NOUN bracis-33652 96 9 such such ADJ bracis-33652 96 10 as as ADP bracis-33652 96 11 algorithm algorithm NOUN bracis-33652 96 12 analysis analysis NOUN bracis-33652 96 13 and and CCONJ bracis-33652 96 14 data datum NOUN bracis-33652 96 15 structures structure NOUN bracis-33652 96 16 , , PUNCT bracis-33652 96 17 among among ADP bracis-33652 96 18 others other NOUN bracis-33652 96 19 . . PUNCT bracis-33652 97 1 information information NOUN bracis-33652 97 2 technology technology NOUN bracis-33652 97 3 encompasses encompass VERB bracis-33652 97 4 topics topic NOUN bracis-33652 97 5 such such ADJ bracis-33652 97 6 as as ADP bracis-33652 97 7 databases database NOUN bracis-33652 97 8 , , PUNCT bracis-33652 97 9 compilers compiler NOUN bracis-33652 97 10 , , PUNCT bracis-33652 97 11 computer computer NOUN bracis-33652 97 12 graphics graphic NOUN bracis-33652 97 13 , , PUNCT bracis-33652 97 14 and and CCONJ bracis-33652 97 15 artificial artificial ADJ bracis-33652 97 16 intelligence intelligence NOUN bracis-33652 97 17 . . PUNCT bracis-33652 98 1 table table NOUN bracis-33652 98 2     SPACE bracis-33652 98 3 1 1 NUM bracis-33652 98 4 shows show VERB bracis-33652 98 5 the the DET bracis-33652 98 6 other other ADJ bracis-33652 98 7 topics topic NOUN bracis-33652 98 8 covered cover VERB bracis-33652 98 9 in in ADP bracis-33652 98 10 the the DET bracis-33652 98 11 exam exam NOUN bracis-33652 98 12 . . PUNCT bracis-33652 99 1 two two NUM bracis-33652 99 2 new new ADJ bracis-33652 99 3 attributes attribute NOUN bracis-33652 99 4 were be AUX bracis-33652 99 5 created create VERB bracis-33652 99 6 from from ADP bracis-33652 99 7 the the DET bracis-33652 99 8 specialties specialty NOUN bracis-33652 99 9 attribute attribute NOUN bracis-33652 99 10 based base VERB bracis-33652 99 11 on on ADP bracis-33652 99 12 the the DET bracis-33652 99 13 most most ADV bracis-33652 99 14 requested request VERB bracis-33652 99 15 by by ADP bracis-33652 99 16 participants participant NOUN bracis-33652 99 17 . . PUNCT bracis-33652 100 1 with with ADP bracis-33652 100 2 more more ADJ bracis-33652 100 3 than than ADP bracis-33652 100 4 400 400 NUM bracis-33652 100 5 specialties specialty NOUN bracis-33652 100 6 identified identify VERB bracis-33652 100 7 in in ADP bracis-33652 100 8 the the DET bracis-33652 100 9 poscomp poscomp NOUN bracis-33652 100 10 data datum NOUN bracis-33652 100 11 , , PUNCT bracis-33652 100 12 a a DET bracis-33652 100 13 procedure procedure NOUN bracis-33652 100 14 was be AUX bracis-33652 100 15 performed perform VERB bracis-33652 100 16 to to ADP bracis-33652 100 17 group group NOUN bracis-33652 100 18 and and CCONJ bracis-33652 100 19 create create VERB bracis-33652 100 20 two two NUM bracis-33652 100 21 new new ADJ bracis-33652 100 22 attributes attribute NOUN bracis-33652 100 23 : : PUNCT bracis-33652 100 24 research research NOUN bracis-33652 100 25 lines line NOUN bracis-33652 100 26 and and CCONJ bracis-33652 100 27 concentration concentration NOUN bracis-33652 100 28 areas area NOUN bracis-33652 100 29 . . PUNCT bracis-33652 101 1 in in ADP bracis-33652 101 2 the the DET bracis-33652 101 3 research research NOUN bracis-33652 101 4 line line NOUN bracis-33652 101 5 , , PUNCT bracis-33652 101 6 specialties specialty NOUN bracis-33652 101 7 with with ADP bracis-33652 101 8 the the DET bracis-33652 101 9 same same ADJ bracis-33652 101 10 research research NOUN bracis-33652 101 11 purpose purpose NOUN bracis-33652 101 12 were be AUX bracis-33652 101 13 grouped group VERB bracis-33652 101 14 . . PUNCT bracis-33652 102 1 for for ADP bracis-33652 102 2 example example NOUN bracis-33652 102 3 , , PUNCT bracis-33652 102 4 software software NOUN bracis-33652 102 5 engineering engineering NOUN bracis-33652 102 6 encompasses encompass VERB bracis-33652 102 7 areas area NOUN bracis-33652 102 8 of of ADP bracis-33652 102 9 computation computation NOUN bracis-33652 102 10 methodologies methodology NOUN bracis-33652 102 11 and and CCONJ bracis-33652 102 12 techniques technique NOUN bracis-33652 102 13 and and CCONJ bracis-33652 102 14 computational computational ADJ bracis-33652 102 15 modeling modeling NOUN bracis-33652 102 16 . . PUNCT bracis-33652 103 1 similarly similarly ADV bracis-33652 103 2 , , PUNCT bracis-33652 103 3 specialties specialty NOUN bracis-33652 103 4 in in ADP bracis-33652 103 5 theoretical theoretical ADJ bracis-33652 103 6 computing computing NOUN bracis-33652 103 7 , , PUNCT bracis-33652 103 8 and and CCONJ bracis-33652 103 9 formal formal ADJ bracis-33652 103 10 methods method NOUN bracis-33652 103 11 , , PUNCT bracis-33652 103 12 among among ADP bracis-33652 103 13 others other NOUN bracis-33652 103 14 , , PUNCT bracis-33652 103 15 are be AUX bracis-33652 103 16 grouped group VERB bracis-33652 103 17 with with ADP bracis-33652 103 18 other other ADJ bracis-33652 103 19 areas area NOUN bracis-33652 103 20 such such ADJ bracis-33652 103 21 as as ADP bracis-33652 103 22 artificial artificial ADJ bracis-33652 103 23 intelligence intelligence NOUN bracis-33652 103 24 , , PUNCT bracis-33652 103 25 computing computing NOUN bracis-33652 103 26 systems system NOUN bracis-33652 103 27 , , PUNCT bracis-33652 103 28 optimization optimization NOUN bracis-33652 103 29 , , PUNCT bracis-33652 103 30 etc etc X bracis-33652 103 31 . . X bracis-33652 103 32 figure figure VERB bracis-33652 103 33     SPACE bracis-33652 103 34 1 1 NUM bracis-33652 103 35 details detail NOUN bracis-33652 103 36 the the DET bracis-33652 103 37 grouping group VERB bracis-33652 103 38 process process NOUN bracis-33652 103 39 . . PUNCT bracis-33652 104 1 fig fig NOUN bracis-33652 104 2 . . PUNCT bracis-33652 105 1 1 1 X bracis-33652 105 2 . . X bracis-33652 106 1 creation creation NOUN bracis-33652 106 2 of of ADP bracis-33652 106 3 new new ADJ bracis-33652 106 4 attributes attribute NOUN bracis-33652 106 5 based base VERB bracis-33652 106 6 on on ADP bracis-33652 106 7 specialties specialty NOUN bracis-33652 106 8 . . PUNCT bracis-33652 107 1 full full ADJ bracis-33652 107 2 size size NOUN bracis-33652 107 3 image image NOUN bracis-33652 107 4 3.2 3.2 NUM bracis-33652 107 5 vocational vocational ADJ bracis-33652 107 6 guidance guidance NOUN bracis-33652 107 7 system system NOUN bracis-33652 107 8 proposal proposal NOUN bracis-33652 107 9 this this DET bracis-33652 107 10 work work NOUN bracis-33652 107 11 proposes propose VERB bracis-33652 107 12 to to PART bracis-33652 107 13 develop develop VERB bracis-33652 107 14 a a DET bracis-33652 107 15 vocational vocational ADJ bracis-33652 107 16 guidance guidance NOUN bracis-33652 107 17 system system NOUN bracis-33652 107 18 for for ADP bracis-33652 107 19 computer computer NOUN bracis-33652 107 20 science science NOUN bracis-33652 107 21 students student NOUN bracis-33652 107 22 and and CCONJ bracis-33652 107 23 participants participant NOUN bracis-33652 107 24 , , PUNCT bracis-33652 107 25 enabling enable VERB bracis-33652 107 26 the the DET bracis-33652 107 27 identification identification NOUN bracis-33652 107 28 of of ADP bracis-33652 107 29 specialties specialty NOUN bracis-33652 107 30 according accord VERB bracis-33652 107 31 to to ADP bracis-33652 107 32 their their PRON bracis-33652 107 33 knowledge knowledge NOUN bracis-33652 107 34 and and CCONJ bracis-33652 107 35 skills skill NOUN bracis-33652 107 36 . . PUNCT bracis-33652 108 1 the the DET bracis-33652 108 2 tool tool NOUN bracis-33652 108 3 provides provide VERB bracis-33652 108 4 research research NOUN bracis-33652 108 5 options option NOUN bracis-33652 108 6 based base VERB bracis-33652 108 7 on on ADP bracis-33652 108 8 knowledge knowledge NOUN bracis-33652 108 9 and and CCONJ bracis-33652 108 10 characteristics characteristic NOUN bracis-33652 108 11 extracted extract VERB bracis-33652 108 12 from from ADP bracis-33652 108 13 poscomp poscomp NOUN bracis-33652 108 14 microdata microdata NOUN bracis-33652 108 15 . . PUNCT bracis-33652 109 1 thus thus ADV bracis-33652 109 2 , , PUNCT bracis-33652 109 3 research research NOUN bracis-33652 109 4 during during ADP bracis-33652 109 5 the the DET bracis-33652 109 6 master master NOUN bracis-33652 109 7 ’s ’s PART bracis-33652 109 8 and and CCONJ bracis-33652 109 9 doctoral doctoral ADJ bracis-33652 109 10 studies study NOUN bracis-33652 109 11 can can AUX bracis-33652 109 12 be be AUX bracis-33652 109 13 favorable favorable ADJ bracis-33652 109 14 and and CCONJ bracis-33652 109 15 not not PART bracis-33652 109 16 detrimental detrimental ADJ bracis-33652 109 17 to to ADP bracis-33652 109 18 their their PRON bracis-33652 109 19 studies study NOUN bracis-33652 109 20 . . PUNCT bracis-33652 110 1 the the DET bracis-33652 110 2 system system NOUN bracis-33652 110 3 classifies classify VERB bracis-33652 110 4 the the DET bracis-33652 110 5 specialty specialty NOUN bracis-33652 110 6 based base VERB bracis-33652 110 7 on on ADP bracis-33652 110 8 knowledge knowledge NOUN bracis-33652 110 9 acquired acquire VERB bracis-33652 110 10 over over ADP bracis-33652 110 11 the the DET bracis-33652 110 12 years year NOUN bracis-33652 110 13 , , PUNCT bracis-33652 110 14 whether whether SCONJ bracis-33652 110 15 as as ADP bracis-33652 110 16 students student NOUN bracis-33652 110 17 or or CCONJ bracis-33652 110 18 professionals professional NOUN bracis-33652 110 19 . . PUNCT bracis-33652 111 1 for for ADP bracis-33652 111 2 the the DET bracis-33652 111 3 system system NOUN bracis-33652 111 4 implementation implementation NOUN bracis-33652 111 5 , , PUNCT bracis-33652 111 6 three three NUM bracis-33652 111 7 classification classification NOUN bracis-33652 111 8 models model NOUN bracis-33652 111 9 were be AUX bracis-33652 111 10 used use VERB bracis-33652 111 11 . . PUNCT bracis-33652 112 1 due due ADP bracis-33652 112 2 to to ADP bracis-33652 112 3 the the DET bracis-33652 112 4 data datum NOUN bracis-33652 112 5 complexity complexity NOUN bracis-33652 112 6 , , PUNCT bracis-33652 112 7 it it PRON bracis-33652 112 8 was be AUX bracis-33652 112 9 identified identify VERB bracis-33652 112 10 that that SCONJ bracis-33652 112 11 the the DET bracis-33652 112 12 data datum NOUN bracis-33652 112 13 are be AUX bracis-33652 112 14 non non ADJ bracis-33652 112 15 - - ADJ bracis-33652 112 16 linear linear ADJ bracis-33652 112 17 , , PUNCT bracis-33652 112 18 which which PRON bracis-33652 112 19 led lead VERB bracis-33652 112 20 to to ADP bracis-33652 112 21 the the DET bracis-33652 112 22 decision decision NOUN bracis-33652 112 23 to to PART bracis-33652 112 24 employ employ VERB bracis-33652 112 25 three three NUM bracis-33652 112 26 models model NOUN bracis-33652 112 27 to to PART bracis-33652 112 28 make make VERB bracis-33652 112 29 it it PRON bracis-33652 112 30 efficient efficient ADJ bracis-33652 112 31 in in ADP bracis-33652 112 32 the the DET bracis-33652 112 33 final final ADJ bracis-33652 112 34 prediction prediction NOUN bracis-33652 112 35 . . PUNCT bracis-33652 113 1 figure figure NOUN bracis-33652 113 2     SPACE bracis-33652 113 3 2 2 NUM bracis-33652 113 4 presents present VERB bracis-33652 113 5 the the DET bracis-33652 113 6 vocational vocational ADJ bracis-33652 113 7 guidance guidance NOUN bracis-33652 113 8 system system NOUN bracis-33652 113 9 execution execution NOUN bracis-33652 113 10 process process NOUN bracis-33652 113 11 . . PUNCT bracis-33652 114 1 fig fig NOUN bracis-33652 114 2 . . PUNCT bracis-33652 115 1 2 2 X bracis-33652 115 2 . . X bracis-33652 115 3 vocational vocational ADJ bracis-33652 115 4 system system NOUN bracis-33652 115 5 application application NOUN bracis-33652 115 6 model model NOUN bracis-33652 115 7 . . PUNCT bracis-33652 116 1 full full ADJ bracis-33652 116 2 size size NOUN bracis-33652 116 3 image image NOUN bracis-33652 116 4 initially initially ADV bracis-33652 116 5 , , PUNCT bracis-33652 116 6 new new ADJ bracis-33652 116 7 data datum NOUN bracis-33652 116 8 , , PUNCT bracis-33652 116 9 including include VERB bracis-33652 116 10 participant participant ADJ bracis-33652 116 11 characteristics characteristic NOUN bracis-33652 116 12 and and CCONJ bracis-33652 116 13 scores score NOUN bracis-33652 116 14 , , PUNCT bracis-33652 116 15 are be AUX bracis-33652 116 16 inserted insert VERB bracis-33652 116 17 into into ADP bracis-33652 116 18 the the DET bracis-33652 116 19 system system NOUN bracis-33652 116 20 . . PUNCT bracis-33652 117 1 this this DET bracis-33652 117 2 data data NOUN bracis-33652 117 3 goes go VERB bracis-33652 117 4 through through ADP bracis-33652 117 5 a a DET bracis-33652 117 6 transformation transformation NOUN bracis-33652 117 7 process process NOUN bracis-33652 117 8 before before ADP bracis-33652 117 9 being be AUX bracis-33652 117 10 applied apply VERB bracis-33652 117 11 to to ADP bracis-33652 117 12 model model NOUN bracis-33652 117 13 1 1 NUM bracis-33652 117 14 , , PUNCT bracis-33652 117 15 acting act VERB bracis-33652 117 16 as as ADP bracis-33652 117 17 an an DET bracis-33652 117 18 initial initial ADJ bracis-33652 117 19 classifier classifier NOUN bracis-33652 117 20 , , PUNCT bracis-33652 117 21 which which PRON bracis-33652 117 22 determines determine VERB bracis-33652 117 23 if if SCONJ bracis-33652 117 24 the the DET bracis-33652 117 25 data datum NOUN bracis-33652 117 26 belongs belong VERB bracis-33652 117 27 to to ADP bracis-33652 117 28 the the DET bracis-33652 117 29 computing computing NOUN bracis-33652 117 30 or or CCONJ bracis-33652 117 31 information information NOUN bracis-33652 117 32 category category NOUN bracis-33652 117 33 . . PUNCT bracis-33652 118 1 depending depend VERB bracis-33652 118 2 on on ADP bracis-33652 118 3 the the DET bracis-33652 118 4 result result NOUN bracis-33652 118 5 of of ADP bracis-33652 118 6 this this DET bracis-33652 118 7 classification classification NOUN bracis-33652 118 8 , , PUNCT bracis-33652 118 9 the the DET bracis-33652 118 10 data data NOUN bracis-33652 118 11 is be AUX bracis-33652 118 12 directed direct VERB bracis-33652 118 13 to to PART bracis-33652 118 14 model model VERB bracis-33652 118 15 2 2 NUM bracis-33652 118 16 or or CCONJ bracis-33652 118 17 model model NOUN bracis-33652 118 18 3 3 NUM bracis-33652 118 19 . . PUNCT bracis-33652 119 1 if if SCONJ bracis-33652 119 2 the the DET bracis-33652 119 3 data data NOUN bracis-33652 119 4 is be AUX bracis-33652 119 5 classified classify VERB bracis-33652 119 6 as as ADP bracis-33652 119 7 computing compute VERB bracis-33652 119 8 , , PUNCT bracis-33652 119 9 it it PRON bracis-33652 119 10 is be AUX bracis-33652 119 11 directed direct VERB bracis-33652 119 12 to to PART bracis-33652 119 13 model model VERB bracis-33652 119 14 2 2 NUM bracis-33652 119 15 . . PUNCT bracis-33652 120 1 this this DET bracis-33652 120 2 model model NOUN bracis-33652 120 3 predicts predict VERB bracis-33652 120 4 whether whether SCONJ bracis-33652 120 5 the the DET bracis-33652 120 6 participant participant NOUN bracis-33652 120 7 ’s ’s PART bracis-33652 120 8 specialty specialty NOUN bracis-33652 120 9 is be AUX bracis-33652 120 10 artificial artificial ADJ bracis-33652 120 11 intelligence intelligence NOUN bracis-33652 120 12 or or CCONJ bracis-33652 120 13 computing computing NOUN bracis-33652 120 14 systems system NOUN bracis-33652 120 15 . . PUNCT bracis-33652 121 1 conversely conversely ADV bracis-33652 121 2 , , PUNCT bracis-33652 121 3 if if SCONJ bracis-33652 121 4 the the DET bracis-33652 121 5 data data NOUN bracis-33652 121 6 is be AUX bracis-33652 121 7 classified classify VERB bracis-33652 121 8 as as ADP bracis-33652 121 9 information information NOUN bracis-33652 121 10 , , PUNCT bracis-33652 121 11 it it PRON bracis-33652 121 12 is be AUX bracis-33652 121 13 directed direct VERB bracis-33652 121 14 to to PART bracis-33652 121 15 model model VERB bracis-33652 121 16 3 3 NUM bracis-33652 121 17 . . PUNCT bracis-33652 122 1 this this DET bracis-33652 122 2 model model NOUN bracis-33652 122 3 predicts predict VERB bracis-33652 122 4 whether whether SCONJ bracis-33652 122 5 the the DET bracis-33652 122 6 participant participant NOUN bracis-33652 122 7 ’s ’s PART bracis-33652 122 8 specialty specialty NOUN bracis-33652 122 9 is be AUX bracis-33652 122 10 software software NOUN bracis-33652 122 11 engineering engineering NOUN bracis-33652 122 12 or or CCONJ bracis-33652 122 13 computer computer NOUN bracis-33652 122 14 networks network NOUN bracis-33652 122 15 . . PUNCT bracis-33652 123 1 the the DET bracis-33652 123 2 prediction prediction NOUN bracis-33652 123 3 result result NOUN bracis-33652 123 4 is be AUX bracis-33652 123 5 then then ADV bracis-33652 123 6 presented present VERB bracis-33652 123 7 by by ADP bracis-33652 123 8 the the DET bracis-33652 123 9 system system NOUN bracis-33652 123 10 , , PUNCT bracis-33652 123 11 providing provide VERB bracis-33652 123 12 an an DET bracis-33652 123 13 indication indication NOUN bracis-33652 123 14 of of ADP bracis-33652 123 15 the the DET bracis-33652 123 16 participant participant NOUN bracis-33652 123 17 ’s ’s PART bracis-33652 123 18 specialty specialty NOUN bracis-33652 123 19 based base VERB bracis-33652 123 20 on on ADP bracis-33652 123 21 the the DET bracis-33652 123 22 input input NOUN bracis-33652 123 23 data datum NOUN bracis-33652 123 24 . . PUNCT bracis-33652 124 1 this this DET bracis-33652 124 2 process process NOUN bracis-33652 124 3 allows allow VERB bracis-33652 124 4 for for ADP bracis-33652 124 5 the the DET bracis-33652 124 6 classification classification NOUN bracis-33652 124 7 of of ADP bracis-33652 124 8 specialties specialty NOUN bracis-33652 124 9 , , PUNCT bracis-33652 124 10 guiding guide VERB bracis-33652 124 11 their their PRON bracis-33652 124 12 studies study NOUN bracis-33652 124 13 in in ADP bracis-33652 124 14 postgraduate postgraduate ADJ bracis-33652 124 15 programs program NOUN bracis-33652 124 16 in in ADP bracis-33652 124 17 brazil brazil PROPN bracis-33652 124 18 . . PUNCT bracis-33652 125 1 in in ADP bracis-33652 125 2 the the DET bracis-33652 125 3 model model NOUN bracis-33652 125 4 implementation implementation NOUN bracis-33652 125 5 , , PUNCT bracis-33652 125 6 the the DET bracis-33652 125 7 aim aim NOUN bracis-33652 125 8 was be AUX bracis-33652 125 9 to to PART bracis-33652 125 10 achieve achieve VERB bracis-33652 125 11 satisfactory satisfactory ADJ bracis-33652 125 12 performance performance NOUN bracis-33652 125 13 for for ADP bracis-33652 125 14 each each DET bracis-33652 125 15 algorithm algorithm NOUN bracis-33652 125 16 used use VERB bracis-33652 125 17 , , PUNCT bracis-33652 125 18 which which PRON bracis-33652 125 19 included include VERB bracis-33652 125 20 decision decision NOUN bracis-33652 125 21 trees tree NOUN bracis-33652 125 22 , , PUNCT bracis-33652 125 23 random random ADJ bracis-33652 125 24 forests forest NOUN bracis-33652 125 25 , , PUNCT bracis-33652 125 26 svm svm ADJ bracis-33652 125 27 , , PUNCT bracis-33652 125 28 and and CCONJ bracis-33652 125 29 neural neural ADJ bracis-33652 125 30 networks network NOUN bracis-33652 125 31 . . PUNCT bracis-33652 126 1 for for ADP bracis-33652 126 2 each each DET bracis-33652 126 3 algorithm algorithm NOUN bracis-33652 126 4 , , PUNCT bracis-33652 126 5 the the DET bracis-33652 126 6 dataset dataset NOUN bracis-33652 126 7 was be AUX bracis-33652 126 8 divided divide VERB bracis-33652 126 9 into into ADP bracis-33652 126 10 70 70 NUM bracis-33652 126 11 % % NOUN bracis-33652 126 12 for for ADP bracis-33652 126 13 training training NOUN bracis-33652 126 14 and and CCONJ bracis-33652 126 15 30 30 NUM bracis-33652 126 16 % % NOUN bracis-33652 126 17 for for ADP bracis-33652 126 18 testing testing NOUN bracis-33652 126 19 . . PUNCT bracis-33652 127 1 this this DET bracis-33652 127 2 approach approach NOUN bracis-33652 127 3 allowed allow VERB bracis-33652 127 4 for for ADP bracis-33652 127 5 identifying identify VERB bracis-33652 127 6 the the DET bracis-33652 127 7 best good ADJ bracis-33652 127 8 hyperparameters hyperparameter NOUN bracis-33652 127 9 for for ADP bracis-33652 127 10 each each DET bracis-33652 127 11 algorithm algorithm NOUN bracis-33652 127 12 . . PUNCT bracis-33652 128 1 subsequently subsequently ADV bracis-33652 128 2 , , PUNCT bracis-33652 128 3 cross cross ADJ bracis-33652 128 4 - - ADJ bracis-33652 128 5 validation validation ADJ bracis-33652 128 6 techniques technique NOUN bracis-33652 128 7 were be AUX bracis-33652 128 8 used use VERB bracis-33652 128 9 to to PART bracis-33652 128 10 evaluate evaluate VERB bracis-33652 128 11 the the DET bracis-33652 128 12 model model NOUN bracis-33652 128 13 ’s ’s PART bracis-33652 128 14 performance performance NOUN bracis-33652 128 15 . . PUNCT bracis-33652 129 1 using use VERB bracis-33652 129 2 cross cross ADJ bracis-33652 129 3 - - ADJ bracis-33652 129 4 validation validation ADJ bracis-33652 129 5 techniques technique NOUN bracis-33652 129 6 , , PUNCT bracis-33652 129 7 10 10 NUM bracis-33652 129 8 folds fold NOUN bracis-33652 129 9 were be AUX bracis-33652 129 10 employed employ VERB bracis-33652 129 11 to to PART bracis-33652 129 12 evaluate evaluate VERB bracis-33652 129 13 each each DET bracis-33652 129 14 model model NOUN bracis-33652 129 15 . . PUNCT bracis-33652 130 1 to to PART bracis-33652 130 2 obtain obtain VERB bracis-33652 130 3 good good ADJ bracis-33652 130 4 model model NOUN bracis-33652 130 5 performance performance NOUN bracis-33652 130 6 , , PUNCT bracis-33652 130 7 hyperparameter hyperparameter NOUN bracis-33652 130 8 tuning tuning NOUN bracis-33652 130 9 was be AUX bracis-33652 130 10 conducted conduct VERB bracis-33652 130 11 . . PUNCT bracis-33652 131 1 this this DET bracis-33652 131 2 adjustment adjustment NOUN bracis-33652 131 3 was be AUX bracis-33652 131 4 crucial crucial ADJ bracis-33652 131 5 to to PART bracis-33652 131 6 directly directly ADV bracis-33652 131 7 control control VERB bracis-33652 131 8 the the DET bracis-33652 131 9 structure structure NOUN bracis-33652 131 10 , , PUNCT bracis-33652 131 11 function function NOUN bracis-33652 131 12 , , PUNCT bracis-33652 131 13 and and CCONJ bracis-33652 131 14 performance performance NOUN bracis-33652 131 15 of of ADP bracis-33652 131 16 the the DET bracis-33652 131 17 algorithms algorithm NOUN bracis-33652 131 18 . . PUNCT bracis-33652 132 1 the the DET bracis-33652 132 2 process process NOUN bracis-33652 132 3 involved involve VERB bracis-33652 132 4 experimenting experiment VERB bracis-33652 132 5 with with ADP bracis-33652 132 6 different different ADJ bracis-33652 132 7 values value NOUN bracis-33652 132 8 and and CCONJ bracis-33652 132 9 parameters parameter NOUN bracis-33652 132 10 during during ADP bracis-33652 132 11 algorithm algorithm NOUN bracis-33652 132 12 training training NOUN bracis-33652 132 13 to to PART bracis-33652 132 14 find find VERB bracis-33652 132 15 the the DET bracis-33652 132 16 best good ADJ bracis-33652 132 17 combinations combination NOUN bracis-33652 132 18 . . PUNCT bracis-33652 133 1 after after ADP bracis-33652 133 2 hyperparameter hyperparameter NOUN bracis-33652 133 3 tuning tuning NOUN bracis-33652 133 4 , , PUNCT bracis-33652 133 5 the the DET bracis-33652 133 6 best good ADJ bracis-33652 133 7 ones one NOUN bracis-33652 133 8 for for ADP bracis-33652 133 9 each each DET bracis-33652 133 10 algorithm algorithm NOUN bracis-33652 133 11 were be AUX bracis-33652 133 12 identified identify VERB bracis-33652 133 13 . . PUNCT bracis-33652 134 1 then then ADV bracis-33652 134 2 , , PUNCT bracis-33652 134 3 cross cross NOUN bracis-33652 134 4 - - ADJ bracis-33652 134 5 validation validation NOUN bracis-33652 134 6 was be AUX bracis-33652 134 7 performed perform VERB bracis-33652 134 8 to to PART bracis-33652 134 9 determine determine VERB bracis-33652 134 10 the the DET bracis-33652 134 11 best good ADJ bracis-33652 134 12 algorithm algorithm NOUN bracis-33652 134 13 for for ADP bracis-33652 134 14 models model NOUN bracis-33652 134 15 1 1 NUM bracis-33652 134 16 , , PUNCT bracis-33652 134 17 2 2 NUM bracis-33652 134 18 , , PUNCT bracis-33652 134 19 and and CCONJ bracis-33652 135 1 3 3 X bracis-33652 135 2 . . X bracis-33652 136 1 the the DET bracis-33652 136 2 source source NOUN bracis-33652 136 3 code code NOUN bracis-33652 136 4 is be AUX bracis-33652 136 5 available available ADJ bracis-33652 136 6 for for ADP bracis-33652 136 7 review review NOUN bracis-33652 136 8 in in ADP bracis-33652 136 9 this this DET bracis-33652 136 10 repositoryfootnote repositoryfootnote NOUN bracis-33652 136 11 1 1 NUM bracis-33652 136 12 . . NOUN bracis-33652 136 13 4 4 NUM bracis-33652 136 14 results result NOUN bracis-33652 136 15 and and CCONJ bracis-33652 136 16     SPACE bracis-33652 136 17 discussion discussion NOUN bracis-33652 136 18 in in ADP bracis-33652 136 19 this this DET bracis-33652 136 20 section section NOUN bracis-33652 136 21 , , PUNCT bracis-33652 136 22 we we PRON bracis-33652 136 23 present present VERB bracis-33652 136 24 the the DET bracis-33652 136 25 results result NOUN bracis-33652 136 26 obtained obtain VERB bracis-33652 136 27 from from ADP bracis-33652 136 28 exploratory exploratory ADJ bracis-33652 136 29 data datum NOUN bracis-33652 136 30 analysis analysis NOUN bracis-33652 136 31 and and CCONJ bracis-33652 136 32 the the DET bracis-33652 136 33 application application NOUN bracis-33652 136 34 of of ADP bracis-33652 136 35 machine machine NOUN bracis-33652 136 36 learning learn VERB bracis-33652 136 37 algorithms algorithm NOUN bracis-33652 136 38 . . PUNCT bracis-33652 137 1 through through ADP bracis-33652 137 2 exploratory exploratory ADJ bracis-33652 137 3 data datum NOUN bracis-33652 137 4 analysis analysis NOUN bracis-33652 137 5 , , PUNCT bracis-33652 137 6 we we PRON bracis-33652 137 7 identified identify VERB bracis-33652 137 8 the the DET bracis-33652 137 9 most most ADV bracis-33652 137 10 sought seek VERB bracis-33652 137 11 - - PUNCT bracis-33652 137 12 after after ADP bracis-33652 137 13 research research NOUN bracis-33652 137 14 areas area NOUN bracis-33652 137 15 among among ADP bracis-33652 137 16 candidates candidate NOUN bracis-33652 137 17 for for ADP bracis-33652 137 18 master master NOUN bracis-33652 137 19 ’s ’s PART bracis-33652 137 20 and and CCONJ bracis-33652 137 21 doctoral doctoral ADJ bracis-33652 137 22 programs program NOUN bracis-33652 137 23 . . PUNCT bracis-33652 138 1 the the DET bracis-33652 138 2 data datum NOUN bracis-33652 138 3 revealed reveal VERB bracis-33652 138 4 that that SCONJ bracis-33652 138 5 artificial artificial ADJ bracis-33652 138 6 intelligence intelligence NOUN bracis-33652 138 7 , , PUNCT bracis-33652 138 8 software software NOUN bracis-33652 138 9 engineering engineering NOUN bracis-33652 138 10 , , PUNCT bracis-33652 138 11 computer computer NOUN bracis-33652 138 12 systems system NOUN bracis-33652 138 13 , , PUNCT bracis-33652 138 14 and and CCONJ bracis-33652 138 15 information information NOUN bracis-33652 138 16 systems system NOUN bracis-33652 138 17 are be AUX bracis-33652 138 18 the the DET bracis-33652 138 19 most most ADV bracis-33652 138 20 popular popular ADJ bracis-33652 138 21 fields field NOUN bracis-33652 138 22 . . PUNCT bracis-33652 139 1 this this DET bracis-33652 139 2 interest interest NOUN bracis-33652 139 3 is be AUX bracis-33652 139 4 driven drive VERB bracis-33652 139 5 by by ADP bracis-33652 139 6 market market NOUN bracis-33652 139 7 demand demand NOUN bracis-33652 139 8 , , PUNCT bracis-33652 139 9 particularly particularly ADV bracis-33652 139 10 in in ADP bracis-33652 139 11 artificial artificial ADJ bracis-33652 139 12 intelligence intelligence NOUN bracis-33652 139 13 , , PUNCT bracis-33652 139 14 which which PRON bracis-33652 139 15 encompasses encompass VERB bracis-33652 139 16 data data NOUN bracis-33652 139 17 science science NOUN bracis-33652 139 18 , , PUNCT bracis-33652 139 19 data datum NOUN bracis-33652 139 20 engineering engineering NOUN bracis-33652 139 21 , , PUNCT bracis-33652 139 22 and and CCONJ bracis-33652 139 23 data datum NOUN bracis-33652 139 24 mining mining NOUN bracis-33652 139 25 , , PUNCT bracis-33652 139 26 among among ADP bracis-33652 139 27 other other ADJ bracis-33652 139 28 areas area NOUN bracis-33652 139 29 [ [ X bracis-33652 139 30 24 24 NUM bracis-33652 139 31 ] ] PUNCT bracis-33652 139 32 . . PUNCT bracis-33652 140 1 figure figure NOUN bracis-33652 140 2     SPACE bracis-33652 140 3 3 3 NUM bracis-33652 140 4 shows show VERB bracis-33652 140 5 the the DET bracis-33652 140 6 dominant dominant ADJ bracis-33652 140 7 specialties specialty NOUN bracis-33652 140 8 in in ADP bracis-33652 140 9 each each DET bracis-33652 140 10 state state NOUN bracis-33652 140 11 based base VERB bracis-33652 140 12 on on ADP bracis-33652 140 13 the the DET bracis-33652 140 14 participants participant NOUN bracis-33652 140 15 ’ ' PUNCT bracis-33652 140 16 choices choice NOUN bracis-33652 140 17 . . PUNCT bracis-33652 141 1 in in ADP bracis-33652 141 2 alagoas alagoas ADJ bracis-33652 141 3 , , PUNCT bracis-33652 141 4 computer computer NOUN bracis-33652 141 5 systems system NOUN bracis-33652 141 6 are be AUX bracis-33652 141 7 most most ADV bracis-33652 141 8 in in ADP bracis-33652 141 9 demand demand NOUN bracis-33652 141 10 ; ; PUNCT bracis-33652 141 11 in in ADP bracis-33652 141 12 espírito espírito PROPN bracis-33652 141 13 santo santo PROPN bracis-33652 141 14 , , PUNCT bracis-33652 141 15 information information NOUN bracis-33652 141 16 systems system NOUN bracis-33652 141 17 have have VERB bracis-33652 141 18 the the DET bracis-33652 141 19 highest high ADJ bracis-33652 141 20 representation representation NOUN bracis-33652 141 21 ; ; PUNCT bracis-33652 141 22 in in SCONJ bracis-33652 141 23 mato mato PROPN bracis-33652 141 24 grosso grosso PROPN bracis-33652 141 25 do do VERB bracis-33652 141 26 sul sul PROPN bracis-33652 141 27 and and CCONJ bracis-33652 141 28 pará pará PROPN bracis-33652 141 29 , , PUNCT bracis-33652 141 30 software software NOUN bracis-33652 141 31 engineering engineering NOUN bracis-33652 141 32 predominates predominate VERB bracis-33652 141 33 ; ; PUNCT bracis-33652 141 34 while while SCONJ bracis-33652 141 35 in in ADP bracis-33652 141 36 minas minas PROPN bracis-33652 141 37 gerais gerais PROPN bracis-33652 141 38 and and CCONJ bracis-33652 141 39 são são PROPN bracis-33652 141 40 paulo paulo PROPN bracis-33652 141 41 , , PUNCT bracis-33652 141 42 artificial artificial ADJ bracis-33652 141 43 intelligence intelligence NOUN bracis-33652 141 44 and and CCONJ bracis-33652 141 45 software software NOUN bracis-33652 141 46 engineering engineering NOUN bracis-33652 141 47 , , PUNCT bracis-33652 141 48 respectively respectively ADV bracis-33652 141 49 , , PUNCT bracis-33652 141 50 are be AUX bracis-33652 141 51 the the DET bracis-33652 141 52 most most ADV bracis-33652 141 53 sought seek VERB bracis-33652 141 54 - - PUNCT bracis-33652 141 55 after after ADV bracis-33652 141 56 . . PUNCT bracis-33652 142 1 this this DET bracis-33652 142 2 information information NOUN bracis-33652 142 3 is be AUX bracis-33652 142 4 valuable valuable ADJ bracis-33652 142 5 for for ADP bracis-33652 142 6 educational educational ADJ bracis-33652 142 7 institutions institution NOUN bracis-33652 142 8 ’ ' PUNCT bracis-33652 142 9 planning planning NOUN bracis-33652 142 10 and and CCONJ bracis-33652 142 11 vocational vocational ADJ bracis-33652 142 12 guidance guidance NOUN bracis-33652 142 13 , , PUNCT bracis-33652 142 14 helping help VERB bracis-33652 142 15 to to PART bracis-33652 142 16 offer offer VERB bracis-33652 142 17 courses course NOUN bracis-33652 142 18 and and CCONJ bracis-33652 142 19 specializations specialization NOUN bracis-33652 142 20 in in ADP bracis-33652 142 21 each each DET bracis-33652 142 22 state state NOUN bracis-33652 142 23 according accord VERB bracis-33652 142 24 to to ADP bracis-33652 142 25 student student NOUN bracis-33652 142 26 demand demand NOUN bracis-33652 142 27 . . PUNCT bracis-33652 143 1 fig fig NOUN bracis-33652 143 2 . . PUNCT bracis-33652 144 1 3 3 X bracis-33652 144 2 . . X bracis-33652 144 3 predominant predominant ADJ bracis-33652 144 4 specialties specialty NOUN bracis-33652 144 5 by by ADP bracis-33652 144 6 state state NOUN bracis-33652 144 7 , , PUNCT bracis-33652 144 8 classified classify VERB bracis-33652 144 9 by by ADP bracis-33652 144 10 region region NOUN bracis-33652 144 11 in in ADP bracis-33652 144 12 brazil brazil PROPN bracis-33652 144 13 . . PUNCT bracis-33652 145 1 full full ADJ bracis-33652 145 2 size size NOUN bracis-33652 145 3 image image NOUN bracis-33652 145 4 we we PRON bracis-33652 145 5 categorized categorize VERB bracis-33652 145 6 the the DET bracis-33652 145 7 specialties specialty NOUN bracis-33652 145 8 present present ADJ bracis-33652 145 9 in in ADP bracis-33652 145 10 the the DET bracis-33652 145 11 participants participant NOUN bracis-33652 145 12 ’ ' PUNCT bracis-33652 145 13 data datum NOUN bracis-33652 145 14 into into ADP bracis-33652 145 15 four four NUM bracis-33652 145 16 classes class NOUN bracis-33652 145 17 for for ADP bracis-33652 145 18 algorithm algorithm NOUN bracis-33652 145 19 application application NOUN bracis-33652 145 20 , , PUNCT bracis-33652 145 21 as as SCONJ bracis-33652 145 22 outlined outline VERB bracis-33652 145 23 in in ADP bracis-33652 145 24 sect sect NOUN bracis-33652 145 25 . . PUNCT bracis-33652 145 26     SPACE bracis-33652 145 27 3.1 3.1 NUM bracis-33652 145 28 . . PUNCT bracis-33652 146 1 the the DET bracis-33652 146 2 identified identify VERB bracis-33652 146 3 and and CCONJ bracis-33652 146 4 applied apply VERB bracis-33652 146 5 classes class NOUN bracis-33652 146 6 for for ADP bracis-33652 146 7 the the DET bracis-33652 146 8 classifiers classifier NOUN bracis-33652 146 9 were be AUX bracis-33652 146 10 : : PUNCT bracis-33652 146 11 artificial artificial ADJ bracis-33652 146 12 intelligence intelligence NOUN bracis-33652 146 13 , , PUNCT bracis-33652 146 14 software software NOUN bracis-33652 146 15 engineering engineering NOUN bracis-33652 146 16 , , PUNCT bracis-33652 146 17 computer computer NOUN bracis-33652 146 18 systems system NOUN bracis-33652 146 19 , , PUNCT bracis-33652 146 20 and and CCONJ bracis-33652 146 21 computer computer NOUN bracis-33652 146 22 networks network NOUN bracis-33652 146 23 . . PUNCT bracis-33652 147 1 figure figure NOUN bracis-33652 147 2     SPACE bracis-33652 147 3 4 4 NUM bracis-33652 147 4 shows show VERB bracis-33652 147 5 the the DET bracis-33652 147 6 number number NOUN bracis-33652 147 7 of of ADP bracis-33652 147 8 instances instance NOUN bracis-33652 147 9 in in ADP bracis-33652 147 10 each each DET bracis-33652 147 11 class class NOUN bracis-33652 147 12 . . PUNCT bracis-33652 148 1 fig fig NOUN bracis-33652 148 2 . . PUNCT bracis-33652 149 1 4 4 X bracis-33652 149 2 . . X bracis-33652 149 3 sample sample NOUN bracis-33652 149 4 distribution distribution NOUN bracis-33652 149 5 by by ADP bracis-33652 149 6 specialties specialty NOUN bracis-33652 149 7 in in ADP bracis-33652 149 8 the the DET bracis-33652 149 9 poscomp poscomp NOUN bracis-33652 149 10 exam exam NOUN bracis-33652 149 11 . . PUNCT bracis-33652 150 1 full full ADJ bracis-33652 150 2 size size NOUN bracis-33652 150 3 image image NOUN bracis-33652 150 4 for for ADP bracis-33652 150 5 specialty specialty NOUN bracis-33652 150 6 classification classification NOUN bracis-33652 150 7 , , PUNCT bracis-33652 150 8 samples sample NOUN bracis-33652 150 9 were be AUX bracis-33652 150 10 divided divide VERB bracis-33652 150 11 into into ADP bracis-33652 150 12 binary binary NOUN bracis-33652 150 13 to to PART bracis-33652 150 14 generate generate VERB bracis-33652 150 15 predictions prediction NOUN bracis-33652 150 16 for for ADP bracis-33652 150 17 each each DET bracis-33652 150 18 model model NOUN bracis-33652 150 19 . . PUNCT bracis-33652 151 1 this this PRON bracis-33652 151 2 ensures ensure VERB bracis-33652 151 3 that that SCONJ bracis-33652 151 4 each each DET bracis-33652 151 5 model model NOUN bracis-33652 151 6 is be AUX bracis-33652 151 7 trained train VERB bracis-33652 151 8 with with ADP bracis-33652 151 9 a a DET bracis-33652 151 10 specific specific ADJ bracis-33652 151 11 data datum NOUN bracis-33652 151 12 set set NOUN bracis-33652 151 13 , , PUNCT bracis-33652 151 14 guaranteeing guarantee VERB bracis-33652 151 15 the the DET bracis-33652 151 16 effectiveness effectiveness NOUN bracis-33652 151 17 and and CCONJ bracis-33652 151 18 accuracy accuracy NOUN bracis-33652 151 19 of of ADP bracis-33652 151 20 the the DET bracis-33652 151 21 predictions prediction NOUN bracis-33652 151 22 . . PUNCT bracis-33652 152 1 the the DET bracis-33652 152 2 size size NOUN bracis-33652 152 3 of of ADP bracis-33652 152 4 the the DET bracis-33652 152 5 data datum NOUN bracis-33652 152 6 set set VERB bracis-33652 152 7 used use VERB bracis-33652 152 8 for for ADP bracis-33652 152 9 each each DET bracis-33652 152 10 model model NOUN bracis-33652 152 11 highlights highlight VERB bracis-33652 152 12 the the DET bracis-33652 152 13 variation variation NOUN bracis-33652 152 14 in in ADP bracis-33652 152 15 the the DET bracis-33652 152 16 number number NOUN bracis-33652 152 17 of of ADP bracis-33652 152 18 participants participant NOUN bracis-33652 152 19 involved involve VERB bracis-33652 152 20 in in ADP bracis-33652 152 21 its its PRON bracis-33652 152 22 construction construction NOUN bracis-33652 152 23 and and CCONJ bracis-33652 152 24 evaluation evaluation NOUN bracis-33652 152 25 . . PUNCT bracis-33652 153 1 the the DET bracis-33652 153 2 model model NOUN bracis-33652 153 3 1 1 NUM bracis-33652 153 4 used use VERB bracis-33652 153 5 8613 8613 NUM bracis-33652 153 6 data datum NOUN bracis-33652 153 7 points point NOUN bracis-33652 153 8 , , PUNCT bracis-33652 153 9 the the DET bracis-33652 153 10 model model NOUN bracis-33652 153 11 2 2 NUM bracis-33652 153 12 used use VERB bracis-33652 153 13 5451 5451 NUM bracis-33652 153 14 data datum NOUN bracis-33652 153 15 points point NOUN bracis-33652 153 16 , , PUNCT bracis-33652 153 17 and and CCONJ bracis-33652 153 18 the the DET bracis-33652 153 19 model model NOUN bracis-33652 153 20 3 3 NUM bracis-33652 153 21 used use VERB bracis-33652 153 22 3162 3162 NUM bracis-33652 153 23 data datum NOUN bracis-33652 153 24 points point NOUN bracis-33652 153 25 . . PUNCT bracis-33652 154 1 4.1 4.1 NUM bracis-33652 154 2 model model NOUN bracis-33652 154 3 analysis analysis NOUN bracis-33652 154 4 the the DET bracis-33652 154 5 four four NUM bracis-33652 154 6 classification classification NOUN bracis-33652 154 7 algorithms algorithm NOUN bracis-33652 154 8 used use VERB bracis-33652 154 9 for for ADP bracis-33652 154 10 classification classification NOUN bracis-33652 154 11 with with ADP bracis-33652 154 12 the the DET bracis-33652 154 13 poscomp poscomp NOUN bracis-33652 154 14 data data NOUN bracis-33652 154 15 sets set NOUN bracis-33652 154 16 , , PUNCT bracis-33652 154 17 based base VERB bracis-33652 154 18 on on ADP bracis-33652 154 19 participants participant NOUN bracis-33652 154 20 ’ ' PUNCT bracis-33652 154 21 characteristics characteristic NOUN bracis-33652 154 22 and and CCONJ bracis-33652 154 23 scores score NOUN bracis-33652 154 24 , , PUNCT bracis-33652 154 25 are be AUX bracis-33652 154 26 presented present VERB bracis-33652 154 27 below below ADV bracis-33652 154 28 . . PUNCT bracis-33652 155 1 the the DET bracis-33652 155 2 best good ADJ bracis-33652 155 3 hyperparameters hyperparameter NOUN bracis-33652 155 4 were be AUX bracis-33652 155 5 selected select VERB bracis-33652 155 6 to to PART bracis-33652 155 7 achieve achieve VERB bracis-33652 155 8 optimal optimal ADJ bracis-33652 155 9 performance performance NOUN bracis-33652 155 10 for for ADP bracis-33652 155 11 models model NOUN bracis-33652 155 12 1 1 NUM bracis-33652 155 13 , , PUNCT bracis-33652 155 14 2 2 NUM bracis-33652 155 15 and and CCONJ bracis-33652 155 16 3 3 NUM bracis-33652 155 17 . . PUNCT bracis-33652 156 1 in in ADP bracis-33652 156 2 model model NOUN bracis-33652 156 3 1 1 NUM bracis-33652 156 4 , , PUNCT bracis-33652 156 5 participants participant NOUN bracis-33652 156 6 identified identify VERB bracis-33652 156 7 with with ADP bracis-33652 156 8 “ " PUNCT bracis-33652 156 9 computing compute VERB bracis-33652 156 10 ” " PUNCT bracis-33652 156 11 or or CCONJ bracis-33652 156 12 “ " PUNCT bracis-33652 156 13 information information NOUN bracis-33652 156 14 ” " PUNCT bracis-33652 156 15 were be AUX bracis-33652 156 16 directed direct VERB bracis-33652 156 17 to to PART bracis-33652 156 18 model model VERB bracis-33652 156 19 2 2 NUM bracis-33652 156 20 or or CCONJ bracis-33652 156 21 model model NOUN bracis-33652 156 22 3 3 NUM bracis-33652 156 23 , , PUNCT bracis-33652 156 24 respectively respectively ADV bracis-33652 156 25 . . PUNCT bracis-33652 157 1 the the DET bracis-33652 157 2 best good ADJ bracis-33652 157 3 hyperparameters hyperparameter NOUN bracis-33652 157 4 for for ADP bracis-33652 157 5 each each DET bracis-33652 157 6 algorithm algorithm NOUN bracis-33652 157 7 are be AUX bracis-33652 157 8 shown show VERB bracis-33652 157 9 in in ADP bracis-33652 157 10 table table NOUN bracis-33652 157 11     SPACE bracis-33652 157 12 2 2 NUM bracis-33652 157 13 . . PUNCT bracis-33652 157 14 table table NOUN bracis-33652 157 15 2 2 NUM bracis-33652 157 16 . . PUNCT bracis-33652 158 1 the the DET bracis-33652 158 2 best good ADJ bracis-33652 158 3 hyperparameters hyperparameter NOUN bracis-33652 158 4 of of ADP bracis-33652 158 5 each each DET bracis-33652 158 6 algorithm algorithm NOUN bracis-33652 158 7 with with ADP bracis-33652 158 8 the the DET bracis-33652 158 9 training training NOUN bracis-33652 158 10 and and CCONJ bracis-33652 158 11 testing testing NOUN bracis-33652 158 12 accuracies accuracy NOUN bracis-33652 158 13 for for ADP bracis-33652 158 14 model model NOUN bracis-33652 158 15 1.full 1.full NUM bracis-33652 158 16 size size NOUN bracis-33652 158 17 table table NOUN bracis-33652 158 18 after after ADP bracis-33652 158 19 determining determine VERB bracis-33652 158 20 the the DET bracis-33652 158 21 hyperparameters hyperparameter NOUN bracis-33652 158 22 , , PUNCT bracis-33652 158 23 cross cross NOUN bracis-33652 158 24 - - ADJ bracis-33652 158 25 validation validation NOUN bracis-33652 158 26 was be AUX bracis-33652 158 27 performed perform VERB bracis-33652 158 28 to to PART bracis-33652 158 29 evaluate evaluate VERB bracis-33652 158 30 the the DET bracis-33652 158 31 algorithms algorithm NOUN bracis-33652 158 32 ’ ' PUNCT bracis-33652 158 33 performance performance NOUN bracis-33652 158 34 . . PUNCT bracis-33652 159 1 the the DET bracis-33652 159 2 random random ADJ bracis-33652 159 3 forest forest NOUN bracis-33652 159 4 algorithm algorithm NOUN bracis-33652 159 5 yielded yield VERB bracis-33652 159 6 the the DET bracis-33652 159 7 best good ADJ bracis-33652 159 8 results result NOUN bracis-33652 159 9 , , PUNCT bracis-33652 159 10 likely likely ADJ bracis-33652 159 11 due due ADP bracis-33652 159 12 to to ADP bracis-33652 159 13 its its PRON bracis-33652 159 14 ability ability NOUN bracis-33652 159 15 to to PART bracis-33652 159 16 capture capture VERB bracis-33652 159 17 data datum NOUN bracis-33652 159 18 complexity complexity NOUN bracis-33652 159 19 . . PUNCT bracis-33652 160 1 therefore therefore ADV bracis-33652 160 2 , , PUNCT bracis-33652 160 3 the the DET bracis-33652 160 4 random random ADJ bracis-33652 160 5 forest forest NOUN bracis-33652 160 6 algorithm algorithm NOUN bracis-33652 160 7 was be AUX bracis-33652 160 8 chosen choose VERB bracis-33652 160 9 for for ADP bracis-33652 160 10 implementing implement VERB bracis-33652 160 11 model model NOUN bracis-33652 160 12 1 1 NUM bracis-33652 160 13 . . PUNCT bracis-33652 160 14 model model NOUN bracis-33652 160 15 2 2 NUM bracis-33652 160 16 aims aim VERB bracis-33652 160 17 to to PART bracis-33652 160 18 classify classify VERB bracis-33652 160 19 participants participant NOUN bracis-33652 160 20 in in ADP bracis-33652 160 21 the the DET bracis-33652 160 22 computing computing NOUN bracis-33652 160 23 field field NOUN bracis-33652 160 24 , , PUNCT bracis-33652 160 25 distinguishing distinguish VERB bracis-33652 160 26 between between ADP bracis-33652 160 27 artificial artificial ADJ bracis-33652 160 28 intelligence intelligence NOUN bracis-33652 160 29 and and CCONJ bracis-33652 160 30 computer computer NOUN bracis-33652 160 31 systems system NOUN bracis-33652 160 32 . . PUNCT bracis-33652 161 1 the the DET bracis-33652 161 2 best good ADJ bracis-33652 161 3 hyperparameters hyperparameter NOUN bracis-33652 161 4 for for ADP bracis-33652 161 5 each each DET bracis-33652 161 6 algorithm algorithm NOUN bracis-33652 161 7 for for ADP bracis-33652 161 8 model model NOUN bracis-33652 161 9 2 2 NUM bracis-33652 161 10 are be AUX bracis-33652 161 11 presented present VERB bracis-33652 161 12 in in ADP bracis-33652 161 13 table table NOUN bracis-33652 161 14     SPACE bracis-33652 161 15 3 3 NUM bracis-33652 161 16 . . PUNCT bracis-33652 161 17 following follow VERB bracis-33652 161 18 cross cross NOUN bracis-33652 161 19 - - NOUN bracis-33652 161 20 validation validation NOUN bracis-33652 161 21 , , PUNCT bracis-33652 161 22 the the DET bracis-33652 161 23 random random ADJ bracis-33652 161 24 forest forest NOUN bracis-33652 161 25 algorithm algorithm NOUN bracis-33652 161 26 again again ADV bracis-33652 161 27 outperformed outperform VERB bracis-33652 161 28 others other NOUN bracis-33652 161 29 and and CCONJ bracis-33652 161 30 was be AUX bracis-33652 161 31 selected select VERB bracis-33652 161 32 for for ADP bracis-33652 161 33 model model NOUN bracis-33652 161 34 2 2 NUM bracis-33652 161 35 . . PUNCT bracis-33652 161 36 table table NOUN bracis-33652 161 37 3 3 NUM bracis-33652 161 38 . . PUNCT bracis-33652 162 1 the the DET bracis-33652 162 2 best good ADJ bracis-33652 162 3 hyperparameters hyperparameter NOUN bracis-33652 162 4 of of ADP bracis-33652 162 5 each each DET bracis-33652 162 6 algorithm algorithm NOUN bracis-33652 162 7 with with ADP bracis-33652 162 8 the the DET bracis-33652 162 9 training training NOUN bracis-33652 162 10 and and CCONJ bracis-33652 162 11 testing testing NOUN bracis-33652 162 12 accuracies accuracy NOUN bracis-33652 162 13 for for ADP bracis-33652 162 14 model model NOUN bracis-33652 162 15 2.full 2.full NUM bracis-33652 162 16 size size NOUN bracis-33652 162 17 table table NOUN bracis-33652 162 18 in in ADP bracis-33652 162 19 model model NOUN bracis-33652 162 20 3 3 NUM bracis-33652 162 21 , , PUNCT bracis-33652 162 22 participants participant NOUN bracis-33652 162 23 classified classify VERB bracis-33652 162 24 in in ADP bracis-33652 162 25 the the DET bracis-33652 162 26 information information NOUN bracis-33652 162 27 field field NOUN bracis-33652 162 28 by by ADP bracis-33652 162 29 model model NOUN bracis-33652 162 30 1 1 NUM bracis-33652 162 31 were be AUX bracis-33652 162 32 directed direct VERB bracis-33652 162 33 here here ADV bracis-33652 162 34 , , PUNCT bracis-33652 162 35 where where SCONJ bracis-33652 162 36 the the DET bracis-33652 162 37 final final ADJ bracis-33652 162 38 prediction prediction NOUN bracis-33652 162 39 focused focus VERB bracis-33652 162 40 on on ADP bracis-33652 162 41 software software NOUN bracis-33652 162 42 engineering engineering NOUN bracis-33652 162 43 or or CCONJ bracis-33652 162 44 computer computer NOUN bracis-33652 162 45 networks network NOUN bracis-33652 162 46 . . PUNCT bracis-33652 163 1 the the DET bracis-33652 163 2 best good ADJ bracis-33652 163 3 hyperparameters hyperparameter NOUN bracis-33652 163 4 for for ADP bracis-33652 163 5 each each DET bracis-33652 163 6 algorithm algorithm NOUN bracis-33652 163 7 are be AUX bracis-33652 163 8 shown show VERB bracis-33652 163 9 in in ADP bracis-33652 163 10 table table NOUN bracis-33652 163 11     SPACE bracis-33652 163 12 4 4 NUM bracis-33652 163 13 . . PUNCT bracis-33652 164 1 post post ADJ bracis-33652 164 2 - - ADJ bracis-33652 164 3 cross cross ADJ bracis-33652 164 4 - - NOUN bracis-33652 164 5 validation validation NOUN bracis-33652 165 1 , , PUNCT bracis-33652 165 2 the the DET bracis-33652 165 3 random random ADJ bracis-33652 165 4 forest forest NOUN bracis-33652 165 5 algorithm algorithm NOUN bracis-33652 165 6 demonstrated demonstrate VERB bracis-33652 165 7 superior superior ADJ bracis-33652 165 8 performance performance NOUN bracis-33652 165 9 and and CCONJ bracis-33652 165 10 was be AUX bracis-33652 165 11 selected select VERB bracis-33652 165 12 for for ADP bracis-33652 165 13 this this DET bracis-33652 165 14 model model NOUN bracis-33652 165 15 . . PUNCT bracis-33652 166 1 table table NOUN bracis-33652 166 2 4 4 NUM bracis-33652 166 3 . . PUNCT bracis-33652 167 1 the the DET bracis-33652 167 2 best good ADJ bracis-33652 167 3 hyperparameters hyperparameter NOUN bracis-33652 167 4 of of ADP bracis-33652 167 5 each each DET bracis-33652 167 6 algorithm algorithm NOUN bracis-33652 167 7 with with ADP bracis-33652 167 8 the the DET bracis-33652 167 9 training training NOUN bracis-33652 167 10 and and CCONJ bracis-33652 167 11 testing testing NOUN bracis-33652 167 12 accuracies accuracy NOUN bracis-33652 167 13 for for ADP bracis-33652 167 14 model model NOUN bracis-33652 167 15 3.full 3.full NUM bracis-33652 167 16 size size NOUN bracis-33652 167 17 table table NOUN bracis-33652 167 18 to to PART bracis-33652 167 19 analyze analyze VERB bracis-33652 167 20 the the DET bracis-33652 167 21 vocational vocational ADJ bracis-33652 167 22 guidance guidance NOUN bracis-33652 167 23 system system NOUN bracis-33652 167 24 ’s ’s PART bracis-33652 167 25 performance performance NOUN bracis-33652 167 26 , , PUNCT bracis-33652 167 27 a a DET bracis-33652 167 28 test test NOUN bracis-33652 167 29 with with ADP bracis-33652 167 30 8613 8613 NUM bracis-33652 167 31 samples sample NOUN bracis-33652 167 32 was be AUX bracis-33652 167 33 conducted conduct VERB bracis-33652 167 34 to to PART bracis-33652 167 35 calculate calculate VERB bracis-33652 167 36 the the DET bracis-33652 167 37 models model NOUN bracis-33652 167 38 ’ ' PUNCT bracis-33652 167 39 metrics metric NOUN bracis-33652 167 40 for for ADP bracis-33652 167 41 classifying classify VERB bracis-33652 167 42 poscomp poscomp NOUN bracis-33652 167 43 participants participant NOUN bracis-33652 167 44 ’ ' PUNCT bracis-33652 167 45 data datum NOUN bracis-33652 167 46 . . PUNCT bracis-33652 168 1 the the DET bracis-33652 168 2 objective objective NOUN bracis-33652 168 3 was be AUX bracis-33652 168 4 to to PART bracis-33652 168 5 evaluate evaluate VERB bracis-33652 168 6 these these DET bracis-33652 168 7 metrics metric NOUN bracis-33652 168 8 and and CCONJ bracis-33652 168 9 observe observe VERB bracis-33652 168 10 the the DET bracis-33652 168 11 results result NOUN bracis-33652 168 12 . . PUNCT bracis-33652 169 1 if if SCONJ bracis-33652 169 2 the the DET bracis-33652 169 3 system system NOUN bracis-33652 169 4 correctly correctly ADV bracis-33652 169 5 classified classify VERB bracis-33652 169 6 all all DET bracis-33652 169 7 three three NUM bracis-33652 169 8 models model NOUN bracis-33652 169 9 , , PUNCT bracis-33652 169 10 it it PRON bracis-33652 169 11 was be AUX bracis-33652 169 12 considered consider VERB bracis-33652 169 13 a a DET bracis-33652 169 14 success success NOUN bracis-33652 169 15 ; ; PUNCT bracis-33652 169 16 otherwise otherwise ADV bracis-33652 169 17 , , PUNCT bracis-33652 169 18 it it PRON bracis-33652 169 19 was be AUX bracis-33652 169 20 considered consider VERB bracis-33652 169 21 a a DET bracis-33652 169 22 failure failure NOUN bracis-33652 169 23 . . PUNCT bracis-33652 170 1 a a DET bracis-33652 170 2 confusion confusion NOUN bracis-33652 170 3 matrix matrix NOUN bracis-33652 170 4 was be AUX bracis-33652 170 5 generated generate VERB bracis-33652 170 6 , , PUNCT bracis-33652 170 7 and and CCONJ bracis-33652 170 8 machine machine NOUN bracis-33652 170 9 learning learn VERB bracis-33652 170 10 metrics metric NOUN bracis-33652 170 11 were be AUX bracis-33652 170 12 calculated calculate VERB bracis-33652 170 13 . . PUNCT bracis-33652 171 1 the the DET bracis-33652 171 2 system system NOUN bracis-33652 171 3 achieved achieve VERB bracis-33652 171 4 an an DET bracis-33652 171 5 overall overall ADJ bracis-33652 171 6 accuracy accuracy NOUN bracis-33652 171 7 of of ADP bracis-33652 171 8 52.59 52.59 NUM bracis-33652 171 9 % % NOUN bracis-33652 171 10 , , PUNCT bracis-33652 171 11 indicating indicate VERB bracis-33652 171 12 the the DET bracis-33652 171 13 presence presence NOUN bracis-33652 171 14 of of ADP bracis-33652 171 15 non non NOUN bracis-33652 171 16 - - NOUN bracis-33652 171 17 linearities linearity NOUN bracis-33652 171 18 that that PRON bracis-33652 171 19 compromised compromise VERB bracis-33652 171 20 accuracy accuracy NOUN bracis-33652 171 21 . . PUNCT bracis-33652 172 1 participants participant NOUN bracis-33652 172 2 retaking retake VERB bracis-33652 172 3 the the DET bracis-33652 172 4 exam exam NOUN bracis-33652 172 5 with with ADP bracis-33652 172 6 different different ADJ bracis-33652 172 7 specialty specialty NOUN bracis-33652 172 8 choices choice NOUN bracis-33652 172 9 could could AUX bracis-33652 172 10 also also ADV bracis-33652 172 11 confuse confuse VERB bracis-33652 172 12 the the DET bracis-33652 172 13 models model NOUN bracis-33652 172 14 , , PUNCT bracis-33652 172 15 hindering hinder VERB bracis-33652 172 16 correct correct ADJ bracis-33652 172 17 classification classification NOUN bracis-33652 172 18 . . PUNCT bracis-33652 173 1 the the DET bracis-33652 173 2 metrics metric NOUN bracis-33652 173 3 evaluating evaluate VERB bracis-33652 173 4 the the DET bracis-33652 173 5 class class NOUN bracis-33652 173 6 performance performance NOUN bracis-33652 173 7 showed show VERB bracis-33652 173 8 that that SCONJ bracis-33652 173 9 artificial artificial ADJ bracis-33652 173 10 intelligence intelligence NOUN bracis-33652 173 11 and and CCONJ bracis-33652 173 12 computer computer NOUN bracis-33652 173 13 networks network NOUN bracis-33652 173 14 had have VERB bracis-33652 173 15 accuracies accuracy NOUN bracis-33652 173 16 of of ADP bracis-33652 173 17 67 67 NUM bracis-33652 173 18 % % NOUN bracis-33652 173 19 and and CCONJ bracis-33652 173 20 86.66 86.66 NUM bracis-33652 173 21 % % NOUN bracis-33652 173 22 , , PUNCT bracis-33652 173 23 respectively respectively ADV bracis-33652 173 24 , , PUNCT bracis-33652 173 25 while while SCONJ bracis-33652 173 26 software software NOUN bracis-33652 173 27 engineering engineering NOUN bracis-33652 173 28 and and CCONJ bracis-33652 173 29 computer computer NOUN bracis-33652 173 30 systems system NOUN bracis-33652 173 31 recorded record VERB bracis-33652 173 32 76.97 76.97 NUM bracis-33652 173 33 % % NOUN bracis-33652 173 34 and and CCONJ bracis-33652 173 35 77.89 77.89 NUM bracis-33652 173 36 % % NOUN bracis-33652 173 37 , , PUNCT bracis-33652 173 38 respectively respectively ADV bracis-33652 173 39 . . PUNCT bracis-33652 174 1 this this PRON bracis-33652 174 2 indicates indicate VERB bracis-33652 174 3 variable variable ADJ bracis-33652 174 4 performance performance NOUN bracis-33652 174 5 among among ADP bracis-33652 174 6 classes class NOUN bracis-33652 174 7 , , PUNCT bracis-33652 174 8 with with ADP bracis-33652 174 9 the the DET bracis-33652 174 10 classifier classifier NOUN bracis-33652 174 11 being be AUX bracis-33652 174 12 more more ADV bracis-33652 174 13 accurate accurate ADJ bracis-33652 174 14 in in ADP bracis-33652 174 15 classifying classify VERB bracis-33652 174 16 computer computer NOUN bracis-33652 174 17 networks network NOUN bracis-33652 174 18 , , PUNCT bracis-33652 174 19 despite despite SCONJ bracis-33652 174 20 having have VERB bracis-33652 174 21 fewer few ADJ bracis-33652 174 22 samples sample NOUN bracis-33652 174 23 . . PUNCT bracis-33652 175 1 table table NOUN bracis-33652 175 2     SPACE bracis-33652 175 3 5 5 NUM bracis-33652 175 4 shows show VERB bracis-33652 175 5 the the DET bracis-33652 175 6 accuracy accuracy NOUN bracis-33652 175 7 of of ADP bracis-33652 175 8 each each DET bracis-33652 175 9 class class NOUN bracis-33652 175 10 along along ADP bracis-33652 175 11 with with ADP bracis-33652 175 12 other other ADJ bracis-33652 175 13 relevant relevant ADJ bracis-33652 175 14 metrics metric NOUN bracis-33652 175 15 . . PUNCT bracis-33652 176 1 table table NOUN bracis-33652 176 2 5 5 NUM bracis-33652 176 3 . . PUNCT bracis-33652 177 1 metrics metric NOUN bracis-33652 177 2 by by ADP bracis-33652 177 3 class class NOUN bracis-33652 177 4 of of ADP bracis-33652 177 5 the the DET bracis-33652 177 6 guidance guidance NOUN bracis-33652 177 7 system.full system.full NOUN bracis-33652 177 8 size size NOUN bracis-33652 177 9 table table NOUN bracis-33652 177 10 however however ADV bracis-33652 177 11 , , PUNCT bracis-33652 177 12 the the DET bracis-33652 177 13 analysis analysis NOUN bracis-33652 177 14 of of ADP bracis-33652 177 15 precision precision NOUN bracis-33652 177 16 and and CCONJ bracis-33652 177 17 sensitivity sensitivity NOUN bracis-33652 177 18 metrics metric NOUN bracis-33652 177 19 revealed reveal VERB bracis-33652 177 20 significant significant ADJ bracis-33652 177 21 variations variation NOUN bracis-33652 177 22 among among ADP bracis-33652 177 23 the the DET bracis-33652 177 24 classes class NOUN bracis-33652 177 25 . . PUNCT bracis-33652 178 1 the the DET bracis-33652 178 2 artificial artificial ADJ bracis-33652 178 3 intelligence intelligence NOUN bracis-33652 178 4 class class NOUN bracis-33652 178 5 had have VERB bracis-33652 178 6 a a DET bracis-33652 178 7 high high ADJ bracis-33652 178 8 precision precision NOUN bracis-33652 178 9 of of ADP bracis-33652 178 10 81.86 81.86 NUM bracis-33652 178 11 % % NOUN bracis-33652 178 12 , , PUNCT bracis-33652 178 13 indicating indicate VERB bracis-33652 178 14 many many ADJ bracis-33652 178 15 participants participant NOUN bracis-33652 178 16 ’ ' PUNCT bracis-33652 178 17 scores score NOUN bracis-33652 178 18 clustered cluster VERB bracis-33652 178 19 in in ADP bracis-33652 178 20 a a DET bracis-33652 178 21 specific specific ADJ bracis-33652 178 22 feature feature NOUN bracis-33652 178 23 space space NOUN bracis-33652 178 24 . . PUNCT bracis-33652 179 1 for for ADP bracis-33652 179 2 computer computer NOUN bracis-33652 179 3 networks network NOUN bracis-33652 179 4 , , PUNCT bracis-33652 179 5 precision precision NOUN bracis-33652 179 6 was be AUX bracis-33652 179 7 only only ADV bracis-33652 179 8 18.94 18.94 NUM bracis-33652 179 9 % % NOUN bracis-33652 179 10 , , PUNCT bracis-33652 179 11 suggesting suggest VERB bracis-33652 179 12 classification classification NOUN bracis-33652 179 13 difficulties difficulty NOUN bracis-33652 179 14 , , PUNCT bracis-33652 179 15 possibly possibly ADV bracis-33652 179 16 due due ADP bracis-33652 179 17 to to ADP bracis-33652 179 18 the the DET bracis-33652 179 19 low low ADJ bracis-33652 179 20 sample sample NOUN bracis-33652 179 21 size size NOUN bracis-33652 179 22 and and CCONJ bracis-33652 179 23 score score NOUN bracis-33652 179 24 dispersion dispersion NOUN bracis-33652 179 25 . . PUNCT bracis-33652 180 1 sensitivity sensitivity NOUN bracis-33652 180 2 showed show VERB bracis-33652 180 3 that that SCONJ bracis-33652 180 4 computer computer NOUN bracis-33652 180 5 systems system NOUN bracis-33652 180 6 had have VERB bracis-33652 180 7 the the DET bracis-33652 180 8 highest high ADJ bracis-33652 180 9 value value NOUN bracis-33652 180 10 , , PUNCT bracis-33652 180 11 indicating indicate VERB bracis-33652 180 12 effectiveness effectiveness NOUN bracis-33652 180 13 in in ADP bracis-33652 180 14 identifying identify VERB bracis-33652 180 15 true true ADJ bracis-33652 180 16 positives positive NOUN bracis-33652 180 17 in in ADP bracis-33652 180 18 this this DET bracis-33652 180 19 class class NOUN bracis-33652 180 20 . . PUNCT bracis-33652 181 1 however however ADV bracis-33652 181 2 , , PUNCT bracis-33652 181 3 the the DET bracis-33652 181 4 low low ADJ bracis-33652 181 5 precision precision NOUN bracis-33652 181 6 of of ADP bracis-33652 181 7 38.02 38.02 NUM bracis-33652 181 8 % % NOUN bracis-33652 181 9 proposes propose VERB bracis-33652 181 10 some some DET bracis-33652 181 11 participants participant NOUN bracis-33652 181 12 may may AUX bracis-33652 181 13 be be AUX bracis-33652 181 14 incorrectly incorrectly ADV bracis-33652 181 15 classified classify VERB bracis-33652 181 16 in in ADP bracis-33652 181 17 this this DET bracis-33652 181 18 class class NOUN bracis-33652 181 19 . . PUNCT bracis-33652 182 1 the the DET bracis-33652 182 2 classifier classifier NOUN bracis-33652 182 3 ’s ’s PART bracis-33652 182 4 specificity specificity NOUN bracis-33652 182 5 , , PUNCT bracis-33652 182 6 measuring measure VERB bracis-33652 182 7 the the DET bracis-33652 182 8 ability ability NOUN bracis-33652 182 9 to to PART bracis-33652 182 10 correctly correctly ADV bracis-33652 182 11 identify identify VERB bracis-33652 182 12 negative negative ADJ bracis-33652 182 13 classes class NOUN bracis-33652 182 14 , , PUNCT bracis-33652 182 15 exceeded exceed VERB bracis-33652 182 16 80 80 NUM bracis-33652 182 17 % % NOUN bracis-33652 182 18 . . PUNCT bracis-33652 183 1 however however ADV bracis-33652 183 2 , , PUNCT bracis-33652 183 3 variability variability NOUN bracis-33652 183 4 in in ADP bracis-33652 183 5 specificity specificity NOUN bracis-33652 183 6 among among ADP bracis-33652 183 7 classes class NOUN bracis-33652 183 8 indicates indicate VERB bracis-33652 183 9 performance performance NOUN bracis-33652 183 10 differences difference NOUN bracis-33652 183 11 depending depend VERB bracis-33652 183 12 on on ADP bracis-33652 183 13 the the DET bracis-33652 183 14 participant participant NOUN bracis-33652 183 15 . . PUNCT bracis-33652 184 1 the the DET bracis-33652 184 2 f1 f1 NOUN bracis-33652 184 3 - - PUNCT bracis-33652 184 4 score score NOUN bracis-33652 184 5 , , PUNCT bracis-33652 184 6 combining combine VERB bracis-33652 184 7 precision precision NOUN bracis-33652 184 8 and and CCONJ bracis-33652 184 9 sensitivity sensitivity NOUN bracis-33652 184 10 , , PUNCT bracis-33652 184 11 also also ADV bracis-33652 184 12 showed show VERB bracis-33652 184 13 significant significant ADJ bracis-33652 184 14 variations variation NOUN bracis-33652 184 15 . . PUNCT bracis-33652 185 1 artificial artificial ADJ bracis-33652 185 2 intelligence intelligence NOUN bracis-33652 185 3 and and CCONJ bracis-33652 185 4 computer computer NOUN bracis-33652 185 5 systems system NOUN bracis-33652 185 6 classes class NOUN bracis-33652 185 7 had have VERB bracis-33652 185 8 relatively relatively ADV bracis-33652 185 9 high high ADJ bracis-33652 185 10 scores score NOUN bracis-33652 185 11 , , PUNCT bracis-33652 185 12 while while SCONJ bracis-33652 185 13 software software NOUN bracis-33652 185 14 engineering engineering NOUN bracis-33652 185 15 and and CCONJ bracis-33652 185 16 computer computer NOUN bracis-33652 185 17 networks network NOUN bracis-33652 185 18 had have VERB bracis-33652 185 19 lower low ADJ bracis-33652 185 20 scores score NOUN bracis-33652 185 21 , , PUNCT bracis-33652 185 22 reflecting reflect VERB bracis-33652 185 23 disparities disparity NOUN bracis-33652 185 24 in in ADP bracis-33652 185 25 individual individual ADJ bracis-33652 185 26 metrics metric NOUN bracis-33652 185 27 . . PUNCT bracis-33652 186 1 this this PRON bracis-33652 186 2 could could AUX bracis-33652 186 3 be be AUX bracis-33652 186 4 due due ADJ bracis-33652 186 5 to to ADP bracis-33652 186 6 the the DET bracis-33652 186 7 small small ADJ bracis-33652 186 8 sample sample NOUN bracis-33652 186 9 size size NOUN bracis-33652 186 10 of of ADP bracis-33652 186 11 some some DET bracis-33652 186 12 classes class NOUN bracis-33652 186 13 relative relative ADJ bracis-33652 186 14 to to ADP bracis-33652 186 15 others other NOUN bracis-33652 186 16 . . PUNCT bracis-33652 187 1 the the DET bracis-33652 187 2 vocational vocational ADJ bracis-33652 187 3 guidance guidance NOUN bracis-33652 187 4 system system NOUN bracis-33652 187 5 ’s ’s PART bracis-33652 187 6 classifier classifier NOUN bracis-33652 187 7 results result NOUN bracis-33652 187 8 indicate indicate VERB bracis-33652 187 9 some some DET bracis-33652 187 10 classes class NOUN bracis-33652 187 11 excel excel VERB bracis-33652 187 12 in in ADP bracis-33652 187 13 the the DET bracis-33652 187 14 evaluated evaluated ADJ bracis-33652 187 15 metrics metric NOUN bracis-33652 187 16 . . PUNCT bracis-33652 188 1 however however ADV bracis-33652 188 2 , , PUNCT bracis-33652 188 3 lower low ADJ bracis-33652 188 4 - - PUNCT bracis-33652 188 5 than than ADP bracis-33652 188 6 - - PUNCT bracis-33652 188 7 expected expect VERB bracis-33652 188 8 performance performance NOUN bracis-33652 188 9 in in ADP bracis-33652 188 10 some some DET bracis-33652 188 11 specialties specialty NOUN bracis-33652 188 12 may may AUX bracis-33652 188 13 be be AUX bracis-33652 188 14 due due ADJ bracis-33652 188 15 to to ADP bracis-33652 188 16 the the DET bracis-33652 188 17 similarity similarity NOUN bracis-33652 188 18 between between ADP bracis-33652 188 19 areas area NOUN bracis-33652 188 20 and and CCONJ bracis-33652 188 21 the the DET bracis-33652 188 22 disparity disparity NOUN bracis-33652 188 23 in in ADP bracis-33652 188 24 class class NOUN bracis-33652 188 25 sizes size NOUN bracis-33652 188 26 in in ADP bracis-33652 188 27 the the DET bracis-33652 188 28 data data NOUN bracis-33652 188 29 , , PUNCT bracis-33652 188 30 suggesting suggest VERB bracis-33652 188 31 the the DET bracis-33652 188 32 need need NOUN bracis-33652 188 33 for for ADP bracis-33652 188 34 class class NOUN bracis-33652 188 35 balancing balancing NOUN bracis-33652 188 36 to to PART bracis-33652 188 37 improve improve VERB bracis-33652 188 38 the the DET bracis-33652 188 39 classifier classifier NOUN bracis-33652 188 40 ’s ’s PART bracis-33652 188 41 predictive predictive ADJ bracis-33652 188 42 ability ability NOUN bracis-33652 188 43 . . PUNCT bracis-33652 189 1 5 5 NUM bracis-33652 189 2 conclusions conclusion NOUN bracis-33652 189 3 the the DET bracis-33652 189 4 aim aim NOUN bracis-33652 189 5 of of ADP bracis-33652 189 6 this this DET bracis-33652 189 7 study study NOUN bracis-33652 189 8 was be AUX bracis-33652 189 9 to to PART bracis-33652 189 10 develop develop VERB bracis-33652 189 11 a a DET bracis-33652 189 12 vocational vocational ADJ bracis-33652 189 13 guidance guidance NOUN bracis-33652 189 14 system system NOUN bracis-33652 189 15 using use VERB bracis-33652 189 16 poscomp poscomp NOUN bracis-33652 189 17 data datum NOUN bracis-33652 189 18 from from ADP bracis-33652 189 19 2016 2016 NUM bracis-33652 189 20 to to ADP bracis-33652 189 21 2019 2019 NUM bracis-33652 189 22 to to PART bracis-33652 189 23 assist assist VERB bracis-33652 189 24 in in ADP bracis-33652 189 25 decision decision NOUN bracis-33652 189 26 - - PUNCT bracis-33652 189 27 making making NOUN bracis-33652 189 28 when when SCONJ bracis-33652 189 29 choosing choose VERB bracis-33652 189 30 specialties specialty NOUN bracis-33652 189 31 that that PRON bracis-33652 189 32 align align VERB bracis-33652 189 33 with with ADP bracis-33652 189 34 candidates candidate NOUN bracis-33652 189 35 ’ ’ PART bracis-33652 189 36 knowledge knowledge NOUN bracis-33652 189 37 and and CCONJ bracis-33652 189 38 skills skill NOUN bracis-33652 189 39 . . PUNCT bracis-33652 190 1 this this DET bracis-33652 190 2 work work NOUN bracis-33652 190 3 aims aim VERB bracis-33652 190 4 to to PART bracis-33652 190 5 help help VERB bracis-33652 190 6 students student NOUN bracis-33652 190 7 and and CCONJ bracis-33652 190 8 professionals professional NOUN bracis-33652 190 9 select select VERB bracis-33652 190 10 specialties specialty NOUN bracis-33652 190 11 for for ADP bracis-33652 190 12 their their PRON bracis-33652 190 13 master master NOUN bracis-33652 190 14 ’s ’s PART bracis-33652 190 15 or or CCONJ bracis-33652 190 16 doctoral doctoral ADJ bracis-33652 190 17 programs program NOUN bracis-33652 190 18 . . PUNCT bracis-33652 191 1 additionally additionally ADV bracis-33652 191 2 , , PUNCT bracis-33652 191 3 it it PRON bracis-33652 191 4 assists assist VERB bracis-33652 191 5 in in ADP bracis-33652 191 6 selecting select VERB bracis-33652 191 7 advisors advisor NOUN bracis-33652 191 8 for for ADP bracis-33652 191 9 academic academic ADJ bracis-33652 191 10 research research NOUN bracis-33652 191 11 . . PUNCT bracis-33652 192 1 this this DET bracis-33652 192 2 study study NOUN bracis-33652 192 3 allows allow VERB bracis-33652 192 4 computer computer NOUN bracis-33652 192 5 science science NOUN bracis-33652 192 6 students student NOUN bracis-33652 192 7 to to PART bracis-33652 192 8 avoid avoid VERB bracis-33652 192 9 doubts doubt NOUN bracis-33652 192 10 and and CCONJ bracis-33652 192 11 frustrations frustration NOUN bracis-33652 192 12 when when SCONJ bracis-33652 192 13 deciding decide VERB bracis-33652 192 14 on on ADP bracis-33652 192 15 an an DET bracis-33652 192 16 advisor advisor NOUN bracis-33652 192 17 . . PUNCT bracis-33652 193 1 it it PRON bracis-33652 193 2 also also ADV bracis-33652 193 3 helps help VERB bracis-33652 193 4 advisors advisor NOUN bracis-33652 193 5 understand understand VERB bracis-33652 193 6 their their PRON bracis-33652 193 7 mentees mentee NOUN bracis-33652 193 8 ’ ’ PART bracis-33652 193 9 skills skill NOUN bracis-33652 193 10 and and CCONJ bracis-33652 193 11 knowledge knowledge NOUN bracis-33652 193 12 , , PUNCT bracis-33652 193 13 using use VERB bracis-33652 193 14 the the DET bracis-33652 193 15 tool tool NOUN bracis-33652 193 16 to to PART bracis-33652 193 17 identify identify VERB bracis-33652 193 18 which which DET bracis-33652 193 19 specialties specialty NOUN bracis-33652 193 20 align align VERB bracis-33652 193 21 with with ADP bracis-33652 193 22 their their PRON bracis-33652 193 23 research research NOUN bracis-33652 193 24 interests interest NOUN bracis-33652 193 25 . . PUNCT bracis-33652 194 1 thus thus ADV bracis-33652 194 2 , , PUNCT bracis-33652 194 3 this this DET bracis-33652 194 4 tool tool NOUN bracis-33652 194 5 aids aid VERB bracis-33652 194 6 in in ADP bracis-33652 194 7 the the DET bracis-33652 194 8 development development NOUN bracis-33652 194 9 of of ADP bracis-33652 194 10 research research NOUN bracis-33652 194 11 projects project NOUN bracis-33652 194 12 , , PUNCT bracis-33652 194 13 significantly significantly ADV bracis-33652 194 14 reducing reduce VERB bracis-33652 194 15 dropout dropout NOUN bracis-33652 194 16 rates rate NOUN bracis-33652 194 17 and and CCONJ bracis-33652 194 18 enhancing enhance VERB bracis-33652 194 19 the the DET bracis-33652 194 20 quality quality NOUN bracis-33652 194 21 of of ADP bracis-33652 194 22 research research NOUN bracis-33652 194 23 by by ADP bracis-33652 194 24 allowing allow VERB bracis-33652 194 25 studies study NOUN bracis-33652 194 26 aligned align VERB bracis-33652 194 27 with with ADP bracis-33652 194 28 participants participant NOUN bracis-33652 194 29 ’ ' PUNCT bracis-33652 194 30 preferences preference NOUN bracis-33652 194 31 . . PUNCT bracis-33652 195 1 for for ADP bracis-33652 195 2 future future ADJ bracis-33652 195 3 work work NOUN bracis-33652 195 4 , , PUNCT bracis-33652 195 5 we we PRON bracis-33652 195 6 suggest suggest AUX bracis-33652 195 7 employing employ VERB bracis-33652 195 8 deep deep ADJ bracis-33652 195 9 learning learn VERB bracis-33652 195 10 algorithms algorithm NOUN bracis-33652 195 11 to to PART bracis-33652 195 12 handle handle VERB bracis-33652 195 13 the the DET bracis-33652 195 14 complexity complexity NOUN bracis-33652 195 15 of of ADP bracis-33652 195 16 participants participant NOUN bracis-33652 195 17 ’ ' PUNCT bracis-33652 195 18 non non ADJ bracis-33652 195 19 - - ADJ bracis-33652 195 20 linear linear ADJ bracis-33652 195 21 data datum NOUN bracis-33652 195 22 . . PUNCT bracis-33652 196 1 it it PRON bracis-33652 196 2 is be AUX bracis-33652 196 3 also also ADV bracis-33652 196 4 recommended recommend VERB bracis-33652 196 5 to to PART bracis-33652 196 6 use use VERB bracis-33652 196 7 a a DET bracis-33652 196 8 unified unified ADJ bracis-33652 196 9 model model NOUN bracis-33652 196 10 for for ADP bracis-33652 196 11 the the DET bracis-33652 196 12 system system NOUN bracis-33652 196 13 , , PUNCT bracis-33652 196 14 which which PRON bracis-33652 196 15 could could AUX bracis-33652 196 16 enable enable VERB bracis-33652 196 17 more more ADV bracis-33652 196 18 effective effective ADJ bracis-33652 196 19 classification classification NOUN bracis-33652 196 20 . . PUNCT bracis-33652 197 1 notes note VERB bracis-33652 197 2 1.https://github.com/jeancarloscc/orientposcomp-system 1.https://github.com/jeancarloscc/orientposcomp-system NUM bracis-33652 197 3 . . PUNCT bracis-33652 198 1 references reference NOUN bracis-33652 198 2 ahmed ahme VERB bracis-33652 198 3 , , PUNCT bracis-33652 198 4 m.r m.r PROPN bracis-33652 198 5 . . PROPN bracis-33652 198 6 , , PUNCT bracis-33652 198 7 tahid tahid PROPN bracis-33652 198 8 , , PUNCT bracis-33652 198 9 s.t.i s.t.i NOUN bracis-33652 198 10 . . PUNCT bracis-33652 198 11 , , PUNCT bracis-33652 198 12 mitu mitu PROPN bracis-33652 198 13 , , PUNCT bracis-33652 198 14 n.a n.a PROPN bracis-33652 198 15 . . PROPN bracis-33652 198 16 , , PUNCT bracis-33652 198 17 kundu kundu NOUN bracis-33652 198 18 , , PUNCT bracis-33652 198 19 p. p. NOUN bracis-33652 198 20 , , PUNCT bracis-33652 198 21 yeasmin yeasmin PROPN bracis-33652 198 22 , , PUNCT bracis-33652 198 23 s. s. PROPN bracis-33652 198 24 : : PUNCT bracis-33652 198 25 a a DET bracis-33652 198 26 comprehensive comprehensive ADJ bracis-33652 198 27 analysis analysis NOUN bracis-33652 198 28 on on ADP bracis-33652 198 29 undergraduate undergraduate ADJ bracis-33652 198 30 student student NOUN bracis-33652 198 31 academic academic ADJ bracis-33652 198 32 performance performance NOUN bracis-33652 198 33 using use VERB bracis-33652 198 34 feature feature NOUN bracis-33652 198 35 selection selection NOUN bracis-33652 198 36 techniques technique NOUN bracis-33652 198 37 on on ADP bracis-33652 198 38 classification classification NOUN bracis-33652 198 39 algorithms algorithm NOUN bracis-33652 198 40 . . PUNCT bracis-33652 199 1 in in ADP bracis-33652 199 2 : : PUNCT bracis-33652 199 3 2020 2020 NUM bracis-33652 199 4 11th 11th ADJ bracis-33652 199 5 international international ADJ bracis-33652 199 6 conference conference NOUN bracis-33652 199 7 on on ADP bracis-33652 199 8 computing computing NOUN bracis-33652 199 9 , , PUNCT bracis-33652 199 10 communication communication NOUN bracis-33652 199 11 and and CCONJ bracis-33652 199 12 networking networking NOUN bracis-33652 199 13 technologies technology NOUN bracis-33652 199 14 ( ( PUNCT bracis-33652 199 15 icccnt icccnt ADJ bracis-33652 199 16 ) ) PUNCT bracis-33652 199 17 , , PUNCT bracis-33652 199 18 pp pp PROPN bracis-33652 199 19 . . PUNCT bracis-33652 199 20     SPACE bracis-33652 200 1 1–6 1–6 NUM bracis-33652 200 2 ( ( PUNCT bracis-33652 200 3 2020 2020 NUM bracis-33652 200 4 ) ) PUNCT bracis-33652 200 5 . . PUNCT bracis-33652 201 1 https://doi.org/10.1109/icccnt49239.2020.9225341 https://doi.org/10.1109/icccnt49239.2020.9225341 PROPN bracis-33652 201 2 amazona amazona PROPN bracis-33652 201 3 , , PUNCT bracis-33652 201 4 m.v m.v PROPN bracis-33652 201 5 . . PROPN bracis-33652 201 6 , , PUNCT bracis-33652 201 7 hernandez hernandez PROPN bracis-33652 201 8 , , PUNCT bracis-33652 201 9 a.a a.a PROPN bracis-33652 201 10 . . PROPN bracis-33652 201 11 : : PUNCT bracis-33652 201 12 modelling model VERB bracis-33652 201 13 student student NOUN bracis-33652 201 14 performance performance NOUN bracis-33652 201 15 using use VERB bracis-33652 201 16 data datum NOUN bracis-33652 201 17 mining mining NOUN bracis-33652 201 18 techniques technique NOUN bracis-33652 201 19 : : PUNCT bracis-33652 201 20 inputs input NOUN bracis-33652 201 21 for for ADP bracis-33652 201 22 academic academic ADJ bracis-33652 201 23 program program NOUN bracis-33652 201 24 development development NOUN bracis-33652 201 25 . . PUNCT bracis-33652 202 1 in in ADP bracis-33652 202 2 : : PUNCT bracis-33652 202 3 proceedings proceeding NOUN bracis-33652 202 4 of of ADP bracis-33652 202 5 the the DET bracis-33652 202 6 2019 2019 NUM bracis-33652 202 7 5th 5th ADJ bracis-33652 202 8 international international ADJ bracis-33652 202 9 conference conference NOUN bracis-33652 202 10 on on ADP bracis-33652 202 11 computing computing NOUN bracis-33652 202 12 and and CCONJ bracis-33652 202 13 data datum NOUN bracis-33652 202 14 engineering engineering NOUN bracis-33652 202 15 , , PUNCT bracis-33652 202 16 iccde iccde VERB bracis-33652 202 17 2019 2019 NUM bracis-33652 202 18 , , PUNCT bracis-33652 202 19 pp pp ADJ bracis-33652 202 20 . . PUNCT bracis-33652 203 1 36–40 36–40 NUM bracis-33652 203 2 . . PUNCT bracis-33652 204 1 association association NOUN bracis-33652 204 2 for for ADP bracis-33652 204 3 computing compute VERB bracis-33652 204 4 machinery machinery NOUN bracis-33652 204 5 , , PUNCT bracis-33652 204 6 new new PROPN bracis-33652 204 7 york york PROPN bracis-33652 204 8 ( ( PUNCT bracis-33652 204 9 2019 2019 NUM bracis-33652 204 10 ) ) PUNCT bracis-33652 204 11 . . PUNCT bracis-33652 205 1 https://doi.org/10.1145/3330530.3330544 https://doi.org/10.1145/3330530.3330544 PROPN bracis-33652 205 2 arcanjo arcanjo PROPN bracis-33652 205 3     SPACE bracis-33652 205 4 augusto augusto NOUN bracis-33652 205 5 , , PUNCT bracis-33652 205 6 a.l a.l PROPN bracis-33652 205 7 . . PROPN bracis-33652 205 8 , , PUNCT bracis-33652 205 9 et et PROPN bracis-33652 205 10 al al PROPN bracis-33652 205 11 . . PUNCT bracis-33652 205 12 : : PUNCT bracis-33652 206 1 comparação comparação NOUN bracis-33652 206 2 dos dos NOUN bracis-33652 206 3 conteúdos conteúdo NOUN bracis-33652 206 4 do do VERB bracis-33652 206 5 poscomp poscomp NOUN bracis-33652 206 6 com com NOUN bracis-33652 206 7 o o NOUN bracis-33652 206 8 currículo currículo PROPN bracis-33652 206 9 de de X bracis-33652 206 10 referência referência PROPN bracis-33652 206 11 dos dos PROPN bracis-33652 206 12 cursos cursos PROPN bracis-33652 206 13 de de X bracis-33652 206 14 computação computação PROPN bracis-33652 206 15 da da PROPN bracis-33652 206 16 sbc sbc PROPN bracis-33652 206 17 . . PROPN bracis-33652 206 18 revista revista PROPN bracis-33652 206 19 coming come VERB bracis-33652 206 20 commun commun PROPN bracis-33652 206 21 . . PUNCT bracis-33652 207 1 innov innov PROPN bracis-33652 207 2 . . PUNCT bracis-33652 208 1 gazette gazette PROPN bracis-33652 208 2 5(3 5(3 NUM bracis-33652 208 3 ) ) PUNCT bracis-33652 208 4 , , PUNCT bracis-33652 208 5 14–23 14–23 NUM bracis-33652 208 6 ( ( PUNCT bracis-33652 208 7 2021 2021 NUM bracis-33652 208 8 ) ) PUNCT bracis-33652 208 9 . . PUNCT bracis-33652 209 1 https://doi.org/10.5902/2448190467894 https://doi.org/10.5902/2448190467894 PROPN bracis-33652 209 2 . . PUNCT bracis-33652 210 1 https://periodicos.ufsm.br/coming/article/view/67894 https://periodicos.ufsm.br/coming/article/view/67894 PROPN bracis-33652 211 1 bezerra bezerra PROPN bracis-33652 211 2 , , PUNCT bracis-33652 211 3 l.n.m l.n.m NOUN bracis-33652 211 4 . . PROPN bracis-33652 211 5 , , PUNCT bracis-33652 211 6 silva silva PROPN bracis-33652 211 7 , , PUNCT bracis-33652 211 8 l. l. PROPN bracis-33652 211 9 , , PUNCT bracis-33652 211 10 silveira silveira PROPN bracis-33652 211 11 , , PUNCT bracis-33652 211 12 i.f i.f PROPN bracis-33652 211 13 . . PUNCT bracis-33652 211 14 : : PUNCT bracis-33652 212 1 adequação adequação PROPN bracis-33652 212 2 dos dos PROPN bracis-33652 212 3 exames exames PROPN bracis-33652 212 4 nacionais nacionais PROPN bracis-33652 212 5 ao ao PROPN bracis-33652 212 6 perfil perfil PROPN bracis-33652 212 7 do do AUX bracis-33652 212 8 egresso egresso NOUN bracis-33652 212 9 do do AUX bracis-33652 212 10 bacharelado bacharelado VERB bracis-33652 212 11 em em PRON bracis-33652 212 12 sistemas sistemas PROPN bracis-33652 212 13 de de X bracis-33652 212 14 informação informação PROPN bracis-33652 212 15 : : PUNCT bracis-33652 212 16 um um INTJ bracis-33652 212 17 estudo estudo X bracis-33652 212 18 de de X bracis-33652 212 19 caso caso PROPN bracis-33652 212 20 frente frente PROPN bracis-33652 212 21 aos aos PROPN bracis-33652 212 22 exames exames PROPN bracis-33652 212 23 enade enade PROPN bracis-33652 212 24 e e PROPN bracis-33652 212 25 poscomp poscomp NOUN bracis-33652 212 26 google google PROPN bracis-33652 212 27 scholar scholar NOUN bracis-33652 212 28     SPACE bracis-33652 212 29 cunha cunha NOUN bracis-33652 212 30 , , PUNCT bracis-33652 212 31 r. r. PROPN bracis-33652 212 32 , , PUNCT bracis-33652 212 33 sales sale NOUN bracis-33652 212 34 , , PUNCT bracis-33652 212 35 c. c. PROPN bracis-33652 212 36 , , PUNCT bracis-33652 212 37 santos santos PROPN bracis-33652 212 38 , , PUNCT bracis-33652 212 39 r. r. PROPN bracis-33652 212 40 : : PUNCT bracis-33652 212 41 análise análise PROPN bracis-33652 212 42 automática automática PROPN bracis-33652 212 43 com com PROPN bracis-33652 212 44 os os NOUN bracis-33652 212 45 microdados microdado NOUN bracis-33652 212 46 do do AUX bracis-33652 212 47 enade enade VERB bracis-33652 212 48 para para NOUN bracis-33652 212 49 melhoria melhoria PROPN bracis-33652 212 50 do do AUX bracis-33652 212 51 ensino ensino PROPN bracis-33652 212 52 dos dos PROPN bracis-33652 212 53 cursos cursos PROPN bracis-33652 212 54 de de X bracis-33652 212 55 ciência ciência PROPN bracis-33652 212 56 da da PROPN bracis-33652 212 57 computação computação NOUN bracis-33652 212 58 . . PUNCT bracis-33652 213 1 in in ADP bracis-33652 213 2 : : PUNCT bracis-33652 213 3 anais anais PROPN bracis-33652 213 4 do do AUX bracis-33652 213 5 xxix xxix PROPN bracis-33652 213 6 workshop workshop PROPN bracis-33652 213 7 sobre sobre PROPN bracis-33652 213 8 educação educação PROPN bracis-33652 213 9 em em PRON bracis-33652 213 10 computação computação PROPN bracis-33652 213 11 ( ( PUNCT bracis-33652 213 12 wei wei PROPN bracis-33652 213 13 2021 2021 NUM bracis-33652 213 14 ) ) PUNCT bracis-33652 213 15 . . PUNCT bracis-33652 214 1 pp pp ADV bracis-33652 214 2 . . PUNCT bracis-33652 215 1 208–217 208–217 NUM bracis-33652 215 2 . . PUNCT bracis-33652 216 1 sociedade sociedade PROPN bracis-33652 216 2 brasileira brasileira PROPN bracis-33652 216 3 de de X bracis-33652 216 4 computação computação PROPN bracis-33652 216 5 , , PUNCT bracis-33652 216 6 brasil brasil PROPN bracis-33652 216 7 ( ( PUNCT bracis-33652 216 8 2021 2021 NUM bracis-33652 216 9 ) ) PUNCT bracis-33652 216 10 . . PUNCT bracis-33652 217 1 https://doi.org/10.5753/wei.2021.15912 https://doi.org/10.5753/wei.2021.15912 PROPN bracis-33652 217 2 . . PUNCT bracis-33652 218 1 https://sol.sbc.org.br/index.php/wei/article/view/15912 https://sol.sbc.org.br/index.php/wei/article/view/15912 ADJ bracis-33652 218 2 droescher droescher PROPN bracis-33652 218 3 , , PUNCT bracis-33652 218 4 f.d f.d PROPN bracis-33652 218 5 . . PROPN bracis-33652 218 6 , , PUNCT bracis-33652 218 7 silva silva PROPN bracis-33652 218 8 , , PUNCT bracis-33652 218 9 e.l.d e.l.d NOUN bracis-33652 218 10 . . PUNCT bracis-33652 218 11 : : PUNCT bracis-33652 219 1 o o X bracis-33652 219 2 pesquisador pesquisador NOUN bracis-33652 219 3 e e PROPN bracis-33652 219 4 a a DET bracis-33652 219 5 produção produção PROPN bracis-33652 219 6 científica científica PROPN bracis-33652 219 7 . . PUNCT bracis-33652 220 1 perspectivas perspectivas PROPN bracis-33652 220 2 em em PRON bracis-33652 220 3 ciência ciência PROPN bracis-33652 220 4 da da PROPN bracis-33652 220 5 informação informação PROPN bracis-33652 220 6 19(1 19(1 NUM bracis-33652 220 7 ) ) PUNCT bracis-33652 220 8 , , PUNCT bracis-33652 220 9 170–189 170–189 NUM bracis-33652 220 10 ( ( PUNCT bracis-33652 220 11 2014 2014 NUM bracis-33652 220 12 ) ) PUNCT bracis-33652 220 13 . . PUNCT bracis-33652 221 1 https://doi.org/10.1590/s1413-99362014000100011 https://doi.org/10.1590/s1413-99362014000100011 PROPN bracis-33652 221 2 fayyad fayyad PROPN bracis-33652 221 3 , , PUNCT bracis-33652 221 4 u. u. PROPN bracis-33652 221 5 , , PUNCT bracis-33652 221 6 piatetsky piatetsky PROPN bracis-33652 221 7 - - PUNCT bracis-33652 221 8 shapiro shapiro PROPN bracis-33652 221 9 , , PUNCT bracis-33652 221 10 g. g. PROPN bracis-33652 221 11 , , PUNCT bracis-33652 221 12 smyth smyth PROPN bracis-33652 221 13 , , PUNCT bracis-33652 221 14 p. p. NOUN bracis-33652 221 15 : : PUNCT bracis-33652 221 16 from from ADP bracis-33652 221 17 data data NOUN bracis-33652 221 18 mining mining NOUN bracis-33652 221 19 to to ADP bracis-33652 221 20 knowledge knowledge NOUN bracis-33652 221 21 discovery discovery NOUN bracis-33652 221 22 in in ADP bracis-33652 221 23 databases database NOUN bracis-33652 221 24 . . PUNCT bracis-33652 221 25 ai ai VERB bracis-33652 221 26 mag mag PROPN bracis-33652 221 27 . . PUNCT bracis-33652 222 1 17(3 17(3 NUM bracis-33652 222 2 ) ) PUNCT bracis-33652 222 3 , , PUNCT bracis-33652 222 4 37 37 NUM bracis-33652 222 5 ( ( PUNCT bracis-33652 222 6 1996 1996 NUM bracis-33652 222 7 ) ) PUNCT bracis-33652 222 8 google google PROPN bracis-33652 222 9 scholar scholar NOUN bracis-33652 222 10     SPACE bracis-33652 222 11 fernando fernando NOUN bracis-33652 222 12     SPACE bracis-33652 222 13 raguro raguro NOUN bracis-33652 222 14 , , PUNCT bracis-33652 222 15 m. m. NOUN bracis-33652 222 16 , , PUNCT bracis-33652 222 17 carpio carpio NOUN bracis-33652 222 18     SPACE bracis-33652 222 19 lagman lagman NOUN bracis-33652 222 20 , , PUNCT bracis-33652 222 21 a. a. NOUN bracis-33652 222 22 , , PUNCT bracis-33652 222 23 p. p. PROPN bracis-33652 222 24     SPACE bracis-33652 222 25 abad abad PROPN bracis-33652 222 26 , , PUNCT bracis-33652 222 27 l. l. PROPN bracis-33652 222 28 , , PUNCT bracis-33652 222 29 s. s. PROPN bracis-33652 222 30     SPACE bracis-33652 222 31 ong ong PROPN bracis-33652 222 32 , , PUNCT bracis-33652 222 33 p.l p.l PROPN bracis-33652 222 34 . . PROPN bracis-33652 222 35 : : PUNCT bracis-33652 222 36 extraction extraction NOUN bracis-33652 222 37 of of ADP bracis-33652 222 38 lms lm NOUN bracis-33652 222 39 student student NOUN bracis-33652 222 40 engagement engagement NOUN bracis-33652 222 41 and and CCONJ bracis-33652 222 42 behavioral behavioral ADJ bracis-33652 222 43 patterns pattern NOUN bracis-33652 222 44 in in ADP bracis-33652 222 45 online online ADJ bracis-33652 222 46 education education NOUN bracis-33652 222 47 using use VERB bracis-33652 222 48 decision decision NOUN bracis-33652 222 49 tree tree NOUN bracis-33652 222 50 and and CCONJ bracis-33652 222 51 k k ADJ bracis-33652 222 52 - - PUNCT bracis-33652 222 53 means means NOUN bracis-33652 222 54 algorithm algorithm NOUN bracis-33652 222 55 . . PUNCT bracis-33652 223 1 in in ADP bracis-33652 223 2 : : PUNCT bracis-33652 223 3 2022 2022 NUM bracis-33652 223 4 4th 4th PROPN bracis-33652 223 5 asia asia PROPN bracis-33652 223 6 pacific pacific PROPN bracis-33652 223 7 information information PROPN bracis-33652 223 8 technology technology NOUN bracis-33652 223 9 conference conference NOUN bracis-33652 223 10 , , PUNCT bracis-33652 223 11 apit apit PROPN bracis-33652 223 12 2022 2022 NUM bracis-33652 223 13 , , PUNCT bracis-33652 223 14 pp pp ADJ bracis-33652 223 15 . . PUNCT bracis-33652 224 1 138–143 138–143 NUM bracis-33652 224 2 . . PUNCT bracis-33652 224 3 association association NOUN bracis-33652 224 4 for for ADP bracis-33652 224 5 computing compute VERB bracis-33652 224 6 machinery machinery NOUN bracis-33652 224 7 , , PUNCT bracis-33652 224 8 new new PROPN bracis-33652 224 9 york york PROPN bracis-33652 224 10 ( ( PUNCT bracis-33652 224 11 2022 2022 NUM bracis-33652 224 12 ) ) PUNCT bracis-33652 224 13 . . PUNCT bracis-33652 225 1 https://doi.org/10.1145/3512353.3512373 https://doi.org/10.1145/3512353.3512373 NOUN bracis-33652 225 2 gondran gondran PROPN bracis-33652 225 3 , , PUNCT bracis-33652 225 4 e. e. PROPN bracis-33652 225 5 , , PUNCT bracis-33652 225 6 lucca lucca PROPN bracis-33652 225 7 , , PUNCT bracis-33652 225 8 g. g. PROPN bracis-33652 225 9 , , PUNCT bracis-33652 225 10 borges borges PROPN bracis-33652 225 11 , , PUNCT bracis-33652 225 12 e.n e.n PROPN bracis-33652 225 13 . . PROPN bracis-33652 225 14 , , PUNCT bracis-33652 225 15 santos santos PROPN bracis-33652 225 16 , , PUNCT bracis-33652 225 17 h. h. PROPN bracis-33652 225 18 : : PUNCT bracis-33652 225 19 a a DET bracis-33652 225 20 evolução evolução NOUN bracis-33652 225 21 do do AUX bracis-33652 225 22 perfil perfil PROPN bracis-33652 225 23 de de X bracis-33652 225 24 estudantes estudantes X bracis-33652 225 25 de de X bracis-33652 225 26 engenharia engenharia X bracis-33652 225 27 com com PROPN bracis-33652 225 28 bom bom PROPN bracis-33652 225 29 desempenho desempenho PROPN bracis-33652 225 30 no no DET bracis-33652 225 31 enade enade NOUN bracis-33652 225 32 . . PUNCT bracis-33652 226 1 in in ADP bracis-33652 226 2 : : PUNCT bracis-33652 226 3 anais anais PROPN bracis-33652 226 4 do do AUX bracis-33652 226 5 xxxiv xxxiv PROPN bracis-33652 226 6 simpósio simpósio PROPN bracis-33652 226 7 brasileiro brasileiro PROPN bracis-33652 226 8 de de PROPN bracis-33652 226 9 informática informática PROPN bracis-33652 226 10 na na PROPN bracis-33652 226 11 educação educação PROPN bracis-33652 226 12 ( ( PUNCT bracis-33652 226 13 sbie sbie PROPN bracis-33652 226 14 2023 2023 NUM bracis-33652 226 15 ) ) PUNCT bracis-33652 226 16 , , PUNCT bracis-33652 226 17 pp pp ADJ bracis-33652 226 18 . . PUNCT bracis-33652 226 19 1238–1248 1238–1248 NUM bracis-33652 226 20 . . PUNCT bracis-33652 227 1 sociedade sociedade PROPN bracis-33652 227 2 brasileira brasileira PROPN bracis-33652 227 3 de de PROPN bracis-33652 227 4 computação computação PROPN bracis-33652 227 5 sbc sbc PROPN bracis-33652 227 6 , , PUNCT bracis-33652 227 7 brasil brasil PROPN bracis-33652 227 8 ( ( PUNCT bracis-33652 227 9 2023 2023 NUM bracis-33652 227 10 ) ) PUNCT bracis-33652 227 11 . . PUNCT bracis-33652 228 1 https://doi.org/10.5753/sbie.2023.234529 https://doi.org/10.5753/sbie.2023.234529 ADV bracis-33652 228 2 . . PUNCT bracis-33652 229 1 https://sol.sbc.org.br/index.php/sbie/article/view/26750 https://sol.sbc.org.br/index.php/sbie/article/view/26750 PROPN bracis-33652 229 2 govindarajan govindarajan PROPN bracis-33652 229 3 , , PUNCT bracis-33652 229 4 k. k. PROPN bracis-33652 229 5 , , PUNCT bracis-33652 229 6 kumar kumar PROPN bracis-33652 229 7 , , PUNCT bracis-33652 229 8 v.s. v.s. ADJ bracis-33652 229 9 , , PUNCT bracis-33652 229 10 boulanger boulanger PROPN bracis-33652 229 11 , , PUNCT bracis-33652 229 12 d. d. PROPN bracis-33652 229 13 , , PUNCT bracis-33652 229 14 kinshuk kinshuk PROPN bracis-33652 229 15 : : PUNCT bracis-33652 229 16 learning learn VERB bracis-33652 229 17 analytics analytic NOUN bracis-33652 229 18 solution solution NOUN bracis-33652 229 19 for for ADP bracis-33652 229 20 reducing reduce VERB bracis-33652 229 21 learners learner NOUN bracis-33652 229 22 ’ ' PUNCT bracis-33652 229 23 course course NOUN bracis-33652 229 24 failure failure NOUN bracis-33652 229 25 rate rate NOUN bracis-33652 229 26 . . PUNCT bracis-33652 230 1 in in ADP bracis-33652 230 2 : : PUNCT bracis-33652 230 3 2015 2015 NUM bracis-33652 230 4 ieee ieee NOUN bracis-33652 230 5 seventh seventh ADJ bracis-33652 230 6 international international ADJ bracis-33652 230 7 conference conference NOUN bracis-33652 230 8 on on ADP bracis-33652 230 9 technology technology NOUN bracis-33652 230 10 for for ADP bracis-33652 230 11 education education NOUN bracis-33652 230 12 ( ( PUNCT bracis-33652 230 13 t4e t4e PROPN bracis-33652 230 14 ) ) PUNCT bracis-33652 230 15 , , PUNCT bracis-33652 230 16 pp pp PROPN bracis-33652 230 17 . . PUNCT bracis-33652 231 1 83–90 83–90 NUM bracis-33652 231 2 ( ( PUNCT bracis-33652 231 3 2015 2015 NUM bracis-33652 231 4 ) ) PUNCT bracis-33652 231 5 . . PUNCT bracis-33652 232 1 https://doi.org/10.1109/t4e.2015.14 https://doi.org/10.1109/t4e.2015.14 PROPN bracis-33652 232 2 hui hui PROPN bracis-33652 232 3 , , PUNCT bracis-33652 232 4 h. h. PROPN bracis-33652 232 5 , , PUNCT bracis-33652 232 6 ming ming PROPN bracis-33652 232 7 - - PUNCT bracis-33652 232 8 jie jie PROPN bracis-33652 232 9 , , PUNCT bracis-33652 232 10 t. t. PROPN bracis-33652 232 11 , , PUNCT bracis-33652 232 12 qing qing NOUN bracis-33652 232 13 - - PUNCT bracis-33652 232 14 tao tao PROPN bracis-33652 232 15 , , PUNCT bracis-33652 232 16 z. z. PROPN bracis-33652 232 17 , , PUNCT bracis-33652 232 18 xiao xiao PROPN bracis-33652 232 19 - - PUNCT bracis-33652 232 20 liang liang PROPN bracis-33652 232 21 , , PUNCT bracis-33652 232 22 z. z. PROPN bracis-33652 232 23 : : PUNCT bracis-33652 232 24 application application NOUN bracis-33652 232 25 of of ADP bracis-33652 232 26 student student NOUN bracis-33652 232 27 achievement achievement NOUN bracis-33652 232 28 analysis analysis NOUN bracis-33652 232 29 based base VERB bracis-33652 232 30 on on ADP bracis-33652 232 31 apriori apriori ADJ bracis-33652 232 32 algorithm algorithm NOUN bracis-33652 232 33 . . PUNCT bracis-33652 233 1 in in ADP bracis-33652 233 2 : : PUNCT bracis-33652 233 3 2020 2020 NUM bracis-33652 233 4 2nd 2nd ADJ bracis-33652 233 5 international international ADJ bracis-33652 233 6 conference conference NOUN bracis-33652 233 7 on on ADP bracis-33652 233 8 information information NOUN bracis-33652 233 9 technology technology NOUN bracis-33652 233 10 and and CCONJ bracis-33652 233 11 computer computer NOUN bracis-33652 233 12 application application NOUN bracis-33652 233 13 ( ( PUNCT bracis-33652 233 14 itca itca NOUN bracis-33652 233 15 ) ) PUNCT bracis-33652 233 16 , , PUNCT bracis-33652 233 17 pp pp ADP bracis-33652 233 18 . . PUNCT bracis-33652 234 1 19–22 19–22 NUM bracis-33652 234 2 ( ( PUNCT bracis-33652 234 3 2020 2020 NUM bracis-33652 234 4 ) ) PUNCT bracis-33652 234 5 . . PUNCT bracis-33652 235 1 https://doi.org/10.1109/itca52113.2020.00011 https://doi.org/10.1109/itca52113.2020.00011 PROPN bracis-33652 235 2 imdad imdad PROPN bracis-33652 235 3 , , PUNCT bracis-33652 235 4 u. u. PROPN bracis-33652 235 5 , , PUNCT bracis-33652 235 6 ahmad ahmad PROPN bracis-33652 235 7 , , PUNCT bracis-33652 235 8 w. w. PROPN bracis-33652 235 9 , , PUNCT bracis-33652 235 10 asif asif NOUN bracis-33652 235 11 , , PUNCT bracis-33652 235 12 m. m. NOUN bracis-33652 235 13 , , PUNCT bracis-33652 235 14 ishtiaq ishtiaq PROPN bracis-33652 235 15 , , PUNCT bracis-33652 235 16 a. a. NOUN bracis-33652 235 17 : : PUNCT bracis-33652 235 18 classification classification NOUN bracis-33652 235 19 of of ADP bracis-33652 235 20 students student NOUN bracis-33652 235 21 results result NOUN bracis-33652 235 22 using use VERB bracis-33652 235 23 knn knn PROPN bracis-33652 235 24 and and CCONJ bracis-33652 235 25 ann ann PROPN bracis-33652 235 26 , , PUNCT bracis-33652 235 27 pp pp PROPN bracis-33652 235 28 . . PUNCT bracis-33652 235 29     SPACE bracis-33652 236 1 1–6 1–6 NUM bracis-33652 236 2 ( ( PUNCT bracis-33652 236 3 2017 2017 NUM bracis-33652 236 4 ) ) PUNCT bracis-33652 236 5 . . PUNCT bracis-33652 237 1 https://doi.org/10.1109/icet.2017.8281651 https://doi.org/10.1109/icet.2017.8281651 PROPN bracis-33652 237 2 junior junior PROPN bracis-33652 237 3 , , PUNCT bracis-33652 237 4 f.d.s f.d.s PROPN bracis-33652 237 5 . . PROPN bracis-33652 237 6 , , PUNCT bracis-33652 237 7 brancher brancher PROPN bracis-33652 237 8 , , PUNCT bracis-33652 237 9 j. j. PROPN bracis-33652 237 10 : : PUNCT bracis-33652 237 11 uma uma PROPN bracis-33652 237 12 pesquisa pesquisa PROPN bracis-33652 237 13 de de PROPN bracis-33652 237 14 opinião opinião PROPN bracis-33652 237 15 sobre sobre PROPN bracis-33652 237 16 a a DET bracis-33652 237 17 relevância relevância PROPN bracis-33652 237 18 dos do VERB bracis-33652 237 19 conteúdos conteúdo NOUN bracis-33652 237 20 abrangidos abrangido NOUN bracis-33652 237 21 pelo pelo NOUN bracis-33652 237 22 poscomp poscomp NOUN bracis-33652 237 23 . . PUNCT bracis-33652 238 1 in in ADP bracis-33652 238 2 : : PUNCT bracis-33652 238 3 anais anais PROPN bracis-33652 238 4 do do PROPN bracis-33652 238 5 xxii xxii PROPN bracis-33652 238 6 workshop workshop PROPN bracis-33652 238 7 sobre sobre PROPN bracis-33652 238 8 educação educação PROPN bracis-33652 238 9 em em PRON bracis-33652 238 10 computação computação PROPN bracis-33652 238 11 , , PUNCT bracis-33652 238 12 pp pp ADJ bracis-33652 238 13 . . PUNCT bracis-33652 239 1 90–99 90–99 NUM bracis-33652 239 2 . . PUNCT bracis-33652 240 1 sbc sbc PROPN bracis-33652 240 2 , , PUNCT bracis-33652 240 3 porto porto PROPN bracis-33652 240 4 alegre alegre PROPN bracis-33652 240 5 , , PUNCT bracis-33652 240 6 rs rs NOUN bracis-33652 240 7 , , PUNCT bracis-33652 240 8 brasil brasil NOUN bracis-33652 240 9 ( ( PUNCT bracis-33652 240 10 2014 2014 NUM bracis-33652 240 11 ) ) PUNCT bracis-33652 240 12 . . PUNCT bracis-33652 241 1 https://sol.sbc.org.br/index.php/wei/article/view/10963 https://sol.sbc.org.br/index.php/wei/article/view/10963 PROPN bracis-33652 241 2 marcelo marcelo PROPN bracis-33652 241 3     SPACE bracis-33652 241 4 mendes mende NOUN bracis-33652 241 5 , , PUNCT bracis-33652 241 6 f. f. PROPN bracis-33652 241 7 , , PUNCT bracis-33652 241 8 p. p. NOUN bracis-33652 241 9     SPACE bracis-33652 241 10 mendonça mendonça PROPN bracis-33652 241 11 , , PUNCT bracis-33652 241 12 a. a. PROPN bracis-33652 241 13 , , PUNCT bracis-33652 241 14 b. b. PROPN bracis-33652 241 15     SPACE bracis-33652 241 16 guedes guedes PROPN bracis-33652 241 17 , , PUNCT bracis-33652 241 18 e. e. PROPN bracis-33652 241 19 : : PUNCT bracis-33652 241 20 poscomp poscomp PROPN bracis-33652 241 21 coach coach NOUN bracis-33652 241 22 : : PUNCT bracis-33652 242 1 plataforma plataforma NOUN bracis-33652 242 2 web web NOUN bracis-33652 242 3 para para NOUN bracis-33652 242 4 apoio apoio PROPN bracis-33652 242 5 ao ao PROPN bracis-33652 242 6 ingresso ingresso PROPN bracis-33652 242 7 na na PART bracis-33652 242 8 pós pós PROPN bracis-33652 242 9 - - PUNCT bracis-33652 242 10 graduação graduação NOUN bracis-33652 242 11 em em PRON bracis-33652 242 12 computação computação PROPN bracis-33652 243 1 . . PROPN bracis-33652 243 2 revista revista PROPN bracis-33652 243 3 novas novas PROPN bracis-33652 243 4 tecnologias tecnologias PROPN bracis-33652 243 5 na na PROPN bracis-33652 243 6 educação educação PROPN bracis-33652 243 7 16(1 16(1 PROPN bracis-33652 243 8 ) ) PUNCT bracis-33652 243 9 ( ( PUNCT bracis-33652 243 10 2018 2018 NUM bracis-33652 243 11 ) ) PUNCT bracis-33652 243 12 . . PUNCT bracis-33652 244 1 https://doi.org/10.22456/1679-1916.85990 https://doi.org/10.22456/1679-1916.85990 PROPN bracis-33652 244 2 . . PUNCT bracis-33652 245 1 https://seer.ufrgs.br/index.php/renote/article/view/85990 https://seer.ufrgs.br/index.php/renote/article/view/85990 NUM bracis-33652 245 2 rabeya rabeya NOUN bracis-33652 245 3 , , PUNCT bracis-33652 245 4 m. m. NOUN bracis-33652 245 5 , , PUNCT bracis-33652 245 6 mahmud mahmud PROPN bracis-33652 245 7 , , PUNCT bracis-33652 245 8 m.s m.s PROPN bracis-33652 245 9 . . PROPN bracis-33652 245 10 , , PUNCT bracis-33652 245 11 johora johora PROPN bracis-33652 245 12 , , PUNCT bracis-33652 245 13 s.f.t s.f.t INTJ bracis-33652 245 14 . . PUNCT bracis-33652 245 15 , , PUNCT bracis-33652 245 16 sattar sattar PROPN bracis-33652 245 17 , , PUNCT bracis-33652 245 18 a. a. NOUN bracis-33652 245 19 : : PUNCT bracis-33652 245 20 a a DET bracis-33652 245 21 comparison comparison NOUN bracis-33652 245 22 of of ADP bracis-33652 245 23 the the DET bracis-33652 245 24 application application NOUN bracis-33652 245 25 of of ADP bracis-33652 245 26 artificial artificial ADJ bracis-33652 245 27 intelligence intelligence NOUN bracis-33652 245 28 in in ADP bracis-33652 245 29 the the DET bracis-33652 245 30 educational educational ADJ bracis-33652 245 31 system system NOUN bracis-33652 245 32 . . PUNCT bracis-33652 246 1 in in ADP bracis-33652 246 2 : : PUNCT bracis-33652 246 3 2022 2022 NUM bracis-33652 246 4 international international ADJ bracis-33652 246 5 conference conference NOUN bracis-33652 246 6 on on ADP bracis-33652 246 7 emerging emerge VERB bracis-33652 246 8 trends trend NOUN bracis-33652 246 9 in in ADP bracis-33652 246 10 computing computing NOUN bracis-33652 246 11 and and CCONJ bracis-33652 246 12 engineering engineering NOUN bracis-33652 246 13 applications application NOUN bracis-33652 246 14 ( ( PUNCT bracis-33652 246 15 etcea etcea NOUN bracis-33652 246 16 ) ) PUNCT bracis-33652 246 17 , , PUNCT bracis-33652 246 18 pp pp ADV bracis-33652 246 19 . . PUNCT bracis-33652 246 20     SPACE bracis-33652 247 1 1–6 1–6 NUM bracis-33652 247 2 ( ( PUNCT bracis-33652 247 3 2022 2022 NUM bracis-33652 247 4 ) ) PUNCT bracis-33652 247 5 . . PUNCT bracis-33652 248 1 https://doi.org/10.1109/etcea57049.2022.10009813 https://doi.org/10.1109/etcea57049.2022.10009813 PROPN bracis-33652 248 2 russell russell PROPN bracis-33652 248 3 , , PUNCT bracis-33652 248 4 s. s. PROPN bracis-33652 248 5 , , PUNCT bracis-33652 248 6 norvig norvig NOUN bracis-33652 248 7 , , PUNCT bracis-33652 248 8 p. p. NOUN bracis-33652 248 9 : : PUNCT bracis-33652 248 10 inteligência inteligência PROPN bracis-33652 248 11 artificial artificial PROPN bracis-33652 248 12 uma uma PROPN bracis-33652 248 13 abordagem abordagem PROPN bracis-33652 248 14 moderna moderna PROPN bracis-33652 248 15 . . PUNCT bracis-33652 249 1 gen gen PROPN bracis-33652 249 2 ltc ltc NOUN bracis-33652 249 3 ( ( PUNCT bracis-33652 249 4 2022 2022 NUM bracis-33652 249 5 ) ) PUNCT bracis-33652 249 6 . . PUNCT bracis-33652 250 1 https://books.google.com.br/books?id=5xf0zweacaaj https://books.google.com.br/books?id=5xf0zweacaaj ADJ bracis-33652 250 2 sakashita sakashita PROPN bracis-33652 250 3 , , PUNCT bracis-33652 250 4 r.g.a r.g.a NOUN bracis-33652 250 5 . . PROPN bracis-33652 250 6 , , PUNCT bracis-33652 250 7 bertolini bertolini PROPN bracis-33652 250 8 , , PUNCT bracis-33652 250 9 d. d. PROPN bracis-33652 250 10 , , PUNCT bracis-33652 250 11 schwerz schwerz PROPN bracis-33652 250 12 , , PUNCT bracis-33652 250 13 a.l a.l PROPN bracis-33652 250 14 . . PROPN bracis-33652 250 15 : : PUNCT bracis-33652 251 1 predição predição PROPN bracis-33652 251 2 do do VERB bracis-33652 251 3 conceito conceito PROPN bracis-33652 251 4 enade enade PROPN bracis-33652 251 5 dos dos PROPN bracis-33652 251 6 cursos cursos PROPN bracis-33652 251 7 de de X bracis-33652 251 8 computação computação VERB bracis-33652 251 9 no no DET bracis-33652 251 10 brasil brasil NOUN bracis-33652 251 11 . . PUNCT bracis-33652 252 1 in in ADP bracis-33652 252 2 : : PUNCT bracis-33652 252 3 anais anais PROPN bracis-33652 252 4 do do AUX bracis-33652 252 5 xxxiv xxxiv PROPN bracis-33652 252 6 simpósio simpósio PROPN bracis-33652 252 7 brasileiro brasileiro PROPN bracis-33652 252 8 de de PROPN bracis-33652 252 9 informática informática PROPN bracis-33652 252 10 na na PROPN bracis-33652 252 11 educação educação PROPN bracis-33652 252 12 ( ( PUNCT bracis-33652 252 13 sbie sbie PROPN bracis-33652 252 14 2023 2023 NUM bracis-33652 252 15 ) ) PUNCT bracis-33652 252 16 , , PUNCT bracis-33652 252 17 pp pp PROPN bracis-33652 252 18 . . PUNCT bracis-33652 253 1 1305–1316 1305–1316 NUM bracis-33652 253 2 . . PUNCT bracis-33652 253 3 sociedade sociedade PROPN bracis-33652 253 4 brasileira brasileira PROPN bracis-33652 253 5 de de PROPN bracis-33652 253 6 computação computação PROPN bracis-33652 253 7 sbc sbc PROPN bracis-33652 253 8 , , PUNCT bracis-33652 253 9 brasil brasil PROPN bracis-33652 253 10 ( ( PUNCT bracis-33652 253 11 2023 2023 NUM bracis-33652 253 12 ) ) PUNCT bracis-33652 253 13 . . PUNCT bracis-33652 254 1 https://doi.org/10.5753/sbie.2023.234715 https://doi.org/10.5753/sbie.2023.234715 PROPN bracis-33652 254 2 . . PUNCT bracis-33652 255 1 https://sol.sbc.org.br/index.php/sbie/article/view/26756 https://sol.sbc.org.br/index.php/sbie/article/view/26756 PROPN bracis-33652 255 2 santos santos PROPN bracis-33652 255 3     SPACE bracis-33652 255 4 batista batista PROPN bracis-33652 255 5 , , PUNCT bracis-33652 255 6 e.j e.j PROPN bracis-33652 255 7 . . PROPN bracis-33652 255 8 , , PUNCT bracis-33652 255 9 batista batista PROPN bracis-33652 255 10 , , PUNCT bracis-33652 255 11 j. j. PROPN bracis-33652 255 12 , , PUNCT bracis-33652 255 13 souza souza PROPN bracis-33652 255 14 , , PUNCT bracis-33652 255 15 r. r. PROPN bracis-33652 255 16 , , PUNCT bracis-33652 255 17 primo primo PROPN bracis-33652 255 18 , , PUNCT bracis-33652 255 19 w. w. PROPN bracis-33652 255 20 : : PUNCT bracis-33652 255 21 desenvolvimento desenvolvimento PROPN bracis-33652 255 22 de de X bracis-33652 255 23 um um INTJ bracis-33652 255 24 aplicativo aplicativo PROPN bracis-33652 255 25 para para PROPN bracis-33652 255 26 android android PROPN bracis-33652 255 27 com com PROPN bracis-33652 255 28 questões questões PROPN bracis-33652 255 29 do do AUX bracis-33652 255 30 poscomp poscomp PROPN bracis-33652 255 31 como como PROPN bracis-33652 255 32 um um INTJ bracis-33652 255 33 objeto objeto PROPN bracis-33652 255 34 de de PROPN bracis-33652 255 35 aprendizagem aprendizagem PROPN bracis-33652 255 36 para para NOUN bracis-33652 256 1 o o INTJ bracis-33652 256 2 auxílio auxílio INTJ bracis-33652 257 1 no no DET bracis-33652 257 2 ingresso ingresso NOUN bracis-33652 257 3 a a DET bracis-33652 257 4 programas programas PROPN bracis-33652 257 5 de de X bracis-33652 257 6 pós pós PROPN bracis-33652 257 7 - - PUNCT bracis-33652 257 8 graduação graduação NOUN bracis-33652 257 9 , , PUNCT bracis-33652 257 10 p. p. PROPN bracis-33652 257 11     SPACE bracis-33652 257 12 127 127 NUM bracis-33652 257 13 ( ( PUNCT bracis-33652 257 14 2014 2014 NUM bracis-33652 257 15 ) ) PUNCT bracis-33652 257 16 . . PUNCT bracis-33652 258 1 https://doi.org/10.5753/cbie.wcbie.2014.127 https://doi.org/10.5753/cbie.wcbie.2014.127 PROPN bracis-33652 258 2 sbc sbc PROPN bracis-33652 258 3 : : PUNCT bracis-33652 258 4 exame exame PROPN bracis-33652 258 5 nacional nacional PROPN bracis-33652 258 6 para para PROPN bracis-33652 258 7 ingresso ingresso PROPN bracis-33652 258 8 na na PART bracis-33652 258 9 pós pós PROPN bracis-33652 258 10 - - PUNCT bracis-33652 258 11 graduação graduação VERB bracis-33652 258 12 em em PRON bracis-33652 258 13 computação computação ADJ bracis-33652 258 14 ( ( PUNCT bracis-33652 258 15 poscomp poscomp NOUN bracis-33652 258 16 ) ) PUNCT bracis-33652 258 17 ( ( PUNCT bracis-33652 258 18 2022 2022 NUM bracis-33652 258 19 ) ) PUNCT bracis-33652 258 20 . . PUNCT bracis-33652 259 1 https://www.sbc.org.br/educacao/poscomp https://www.sbc.org.br/educacao/poscomp PRON bracis-33652 259 2 silva silva PROPN bracis-33652 259 3 guerra guerra NOUN bracis-33652 259 4 , , PUNCT bracis-33652 259 5 m. m. NOUN bracis-33652 259 6 , , PUNCT bracis-33652 259 7 asseiss asseiss PROPN bracis-33652 259 8 neto neto NOUN bracis-33652 259 9 , , PUNCT bracis-33652 259 10 h. h. PROPN bracis-33652 259 11 , , PUNCT bracis-33652 259 12 azevedo azevedo PROPN bracis-33652 259 13 oliveira oliveira PROPN bracis-33652 259 14 , , PUNCT bracis-33652 259 15 s. s. PROPN bracis-33652 259 16 : : PUNCT bracis-33652 259 17 a a DET bracis-33652 259 18 case case NOUN bracis-33652 259 19 study study NOUN bracis-33652 259 20 of of ADP bracis-33652 259 21 applying apply VERB bracis-33652 259 22 the the DET bracis-33652 259 23 classification classification NOUN bracis-33652 259 24 task task NOUN bracis-33652 259 25 for for ADP bracis-33652 259 26 students student NOUN bracis-33652 259 27 ’ ' PUNCT bracis-33652 259 28 performance performance NOUN bracis-33652 259 29 prediction prediction NOUN bracis-33652 259 30 . . PUNCT bracis-33652 260 1 ieee ieee PROPN bracis-33652 260 2 lat lat PROPN bracis-33652 260 3 . . PUNCT bracis-33652 260 4 am be AUX bracis-33652 260 5 . . PUNCT bracis-33652 261 1 trans trans PROPN bracis-33652 261 2 . . PROPN bracis-33652 262 1 16(1 16(1 X bracis-33652 262 2 ) ) PUNCT bracis-33652 262 3 , , PUNCT bracis-33652 263 1 172–177 172–177 NUM bracis-33652 263 2 ( ( PUNCT bracis-33652 263 3 2018 2018 NUM bracis-33652 263 4 ) ) PUNCT bracis-33652 263 5 . . PUNCT bracis-33652 264 1 https://doi.org/10.1109/tla.2018.8291470 https://doi.org/10.1109/tla.2018.8291470 PROPN bracis-33652 264 2 article article PROPN bracis-33652 264 3     SPACE bracis-33652 264 4 math math NOUN bracis-33652 264 5     SPACE bracis-33652 264 6 google google PROPN bracis-33652 264 7 scholar scholar NOUN bracis-33652 264 8     SPACE bracis-33652 264 9 da da PROPN bracis-33652 264 10     SPACE bracis-33652 264 11 silveira silveira PROPN bracis-33652 264 12 , , PUNCT bracis-33652 264 13 m.e.r m.e.r PROPN bracis-33652 264 14 . . PROPN bracis-33652 264 15 , , PUNCT bracis-33652 264 16 et et PROPN bracis-33652 264 17 al al PROPN bracis-33652 264 18 . . PUNCT bracis-33652 264 19 : : PUNCT bracis-33652 265 1 classificação classificação PROPN bracis-33652 265 2 por por PROPN bracis-33652 265 3 matérias matérias PROPN bracis-33652 265 4 das das PROPN bracis-33652 265 5 questões questões PROPN bracis-33652 265 6 do do AUX bracis-33652 265 7 enade enade NOUN bracis-33652 265 8 e e NOUN bracis-33652 265 9 poscomp poscomp NOUN bracis-33652 265 10 . . PUNCT bracis-33652 266 1 revista revista PROPN bracis-33652 266 2 coming come VERB bracis-33652 266 3 communications communication NOUN bracis-33652 266 4 and and CCONJ bracis-33652 266 5 innovations innovation NOUN bracis-33652 266 6 gazette gazette PROPN bracis-33652 266 7 5(2 5(2 NUM bracis-33652 266 8 ) ) PUNCT bracis-33652 266 9 , , PUNCT bracis-33652 266 10 9–19 9–19 NOUN bracis-33652 266 11 ( ( PUNCT bracis-33652 266 12 2021 2021 NUM bracis-33652 266 13 ) ) PUNCT bracis-33652 266 14 . . PUNCT bracis-33652 267 1 https://doi.org/10.5902/2448190462014 https://doi.org/10.5902/2448190462014 PROPN bracis-33652 267 2 . . PUNCT bracis-33652 268 1 https://periodicos.ufsm.br/coming/article/view/62014 https://periodicos.ufsm.br/coming/article/view/62014 PROPN bracis-33652 268 2 vieira vieira PROPN bracis-33652 268 3 , , PUNCT bracis-33652 268 4 a.d.s a.d.s PROPN bracis-33652 268 5 . . PROPN bracis-33652 268 6 , , PUNCT bracis-33652 268 7 bertolini bertolini PROPN bracis-33652 268 8 , , PUNCT bracis-33652 268 9 d. d. PROPN bracis-33652 268 10 , , PUNCT bracis-33652 268 11 schwerz schwerz PROPN bracis-33652 268 12 , , PUNCT bracis-33652 268 13 a.l a.l PROPN bracis-33652 268 14 . . PROPN bracis-33652 268 15 : : PUNCT bracis-33652 269 1 análise análise PROPN bracis-33652 269 2 do do VERB bracis-33652 269 3 desempenho desempenho PROPN bracis-33652 269 4 no no DET bracis-33652 269 5 enade enade NOUN bracis-33652 269 6 dos do NOUN bracis-33652 269 7 concluintes concluintes PROPN bracis-33652 269 8 de de X bracis-33652 269 9 computação computação PROPN bracis-33652 269 10 usando usando PROPN bracis-33652 269 11 técnica técnica PROPN bracis-33652 269 12 de de PROPN bracis-33652 269 13 agrupamento agrupamento PROPN bracis-33652 269 14 . . PUNCT bracis-33652 270 1 in in ADP bracis-33652 270 2 : : PUNCT bracis-33652 270 3 anais anais PROPN bracis-33652 270 4 do do AUX bracis-33652 270 5 xxxiii xxxiii PROPN bracis-33652 270 6 simpósio simpósio VERB bracis-33652 270 7 brasileiro brasileiro PROPN bracis-33652 270 8 de de PROPN bracis-33652 270 9 informática informática PROPN bracis-33652 270 10 na na PROPN bracis-33652 270 11 educação educação PROPN bracis-33652 270 12 ( ( PUNCT bracis-33652 270 13 sbie sbie PROPN bracis-33652 270 14 2022 2022 NUM bracis-33652 270 15 ) ) PUNCT bracis-33652 270 16 , , PUNCT bracis-33652 270 17 pp pp ADP bracis-33652 270 18 . . PUNCT bracis-33652 271 1 834–845 834–845 NUM bracis-33652 271 2 . . PUNCT bracis-33652 271 3 sociedade sociedade PROPN bracis-33652 271 4 brasileira brasileira PROPN bracis-33652 271 5 de de PROPN bracis-33652 271 6 computação computação PROPN bracis-33652 271 7 sbc sbc PROPN bracis-33652 271 8 , , PUNCT bracis-33652 271 9 brasil brasil PROPN bracis-33652 271 10 ( ( PUNCT bracis-33652 271 11 2022 2022 NUM bracis-33652 271 12 ) ) PUNCT bracis-33652 271 13 . . PUNCT bracis-33652 272 1 https://doi.org/10.5753/sbie.2022.224710 https://doi.org/10.5753/sbie.2022.224710 PROPN bracis-33652 272 2 . . PUNCT bracis-33652 272 3 https://sol.sbc.org.br/index.php/sbie/article/view/22463 https://sol.sbc.org.br/index.php/sbie/article/view/22463 PROPN bracis-33652 272 4 wu wu PROPN bracis-33652 272 5 , , PUNCT bracis-33652 272 6 m. m. NOUN bracis-33652 272 7 , , PUNCT bracis-33652 272 8 zhao zhao PROPN bracis-33652 272 9 , , PUNCT bracis-33652 272 10 h. h. PROPN bracis-33652 272 11 , , PUNCT bracis-33652 272 12 yan yan PROPN bracis-33652 272 13 , , PUNCT bracis-33652 272 14 x. x. PROPN bracis-33652 272 15 , , PUNCT bracis-33652 272 16 guo guo PROPN bracis-33652 272 17 , , PUNCT bracis-33652 272 18 y. y. PROPN bracis-33652 272 19 , , PUNCT bracis-33652 272 20 wang wang PROPN bracis-33652 272 21 , , PUNCT bracis-33652 272 22 k. k. PROPN bracis-33652 272 23 : : PUNCT bracis-33652 272 24 student student NOUN bracis-33652 272 25 achievement achievement NOUN bracis-33652 272 26 analysis analysis NOUN bracis-33652 272 27 and and CCONJ bracis-33652 272 28 prediction prediction NOUN bracis-33652 272 29 based base VERB bracis-33652 272 30 on on ADP bracis-33652 272 31 the the DET bracis-33652 272 32 whole whole ADJ bracis-33652 272 33 learning learning NOUN bracis-33652 272 34 process process NOUN bracis-33652 272 35 . . PUNCT bracis-33652 273 1 in in ADP bracis-33652 273 2 : : PUNCT bracis-33652 273 3 2020 2020 NUM bracis-33652 273 4 15th 15th ADJ bracis-33652 273 5 international international ADJ bracis-33652 273 6 conference conference NOUN bracis-33652 273 7 on on ADP bracis-33652 273 8 computer computer NOUN bracis-33652 273 9 science science PROPN bracis-33652 273 10 & & CCONJ bracis-33652 273 11 education education PROPN bracis-33652 273 12 ( ( PUNCT bracis-33652 273 13 iccse iccse NOUN bracis-33652 273 14 ) ) PUNCT bracis-33652 273 15 , , PUNCT bracis-33652 273 16 pp pp ADP bracis-33652 273 17 . . PUNCT bracis-33652 274 1 123–128 123–128 NUM bracis-33652 274 2 ( ( PUNCT bracis-33652 274 3 2020 2020 NUM bracis-33652 274 4 ) ) PUNCT bracis-33652 274 5 . . PUNCT bracis-33652 275 1 https://doi.org/10.1109/iccse49874.2020.9201865 https://doi.org/10.1109/iccse49874.2020.9201865 PROPN bracis-33652 275 2 zvyagin zvyagin PROPN bracis-33652 275 3 , , PUNCT bracis-33652 275 4 l. l. PROPN bracis-33652 275 5 : : PUNCT bracis-33652 275 6 data data PROPN bracis-33652 275 7 mining mining NOUN bracis-33652 275 8 : : PUNCT bracis-33652 275 9 big big ADJ bracis-33652 275 10 data datum NOUN bracis-33652 275 11 and and CCONJ bracis-33652 275 12 data datum NOUN bracis-33652 275 13 science science NOUN bracis-33652 275 14 . . PUNCT bracis-33652 276 1 soft soft ADJ bracis-33652 276 2 measur measur PROPN bracis-33652 276 3 . . PUNCT bracis-33652 277 1 comput comput NOUN bracis-33652 277 2 . . PUNCT bracis-33652 278 1 5(54 5(54 NUM bracis-33652 278 2 ) ) PUNCT bracis-33652 278 3 , , PUNCT bracis-33652 278 4 81–90 81–90 NUM bracis-33652 278 5 ( ( PUNCT bracis-33652 278 6 2022 2022 NUM bracis-33652 278 7 ) ) PUNCT bracis-33652 278 8 . . PUNCT bracis-33652 279 1 https://doi.org/10.36871/2618-9976.2022.05.006 https://doi.org/10.36871/2618-9976.2022.05.006 ADJ bracis-33652 279 2 . . PUNCT bracis-33652 280 1 https://s-lib.com/en/issues/smc_2022_05_a6/ https://s-lib.com/en/issues/smc_2022_05_a6/ PROPN bracis-33652 280 2 download download NOUN bracis-33652 280 3 references reference VERB bracis-33652 280 4 acknowledgments acknowledgment NOUN bracis-33652 280 5 we we PRON bracis-33652 280 6 thank thank VERB bracis-33652 280 7 the the DET bracis-33652 280 8 brazilian brazilian ADJ bracis-33652 280 9 federal federal ADJ bracis-33652 280 10 agency agency NOUN bracis-33652 280 11 for for ADP bracis-33652 280 12 support support NOUN bracis-33652 280 13 and and CCONJ bracis-33652 280 14 evaluation evaluation NOUN bracis-33652 280 15 of of ADP bracis-33652 280 16 graduate graduate ADJ bracis-33652 280 17 education education NOUN bracis-33652 280 18 – – PUNCT bracis-33652 280 19 capes cape NOUN bracis-33652 280 20 ( ( PUNCT bracis-33652 280 21 capes cape NOUN bracis-33652 280 22 ) ) PUNCT bracis-33652 280 23 for for ADP bracis-33652 280 24 funding fund VERB bracis-33652 280 25 the the DET bracis-33652 280 26 scholarship scholarship NOUN bracis-33652 280 27 and and CCONJ bracis-33652 280 28 the the DET bracis-33652 280 29 high high ADJ bracis-33652 280 30 - - PUNCT bracis-33652 280 31 performance performance NOUN bracis-33652 280 32 distributed distribute VERB bracis-33652 280 33 computing computing NOUN bracis-33652 280 34 center center NOUN bracis-33652 280 35 ( ( PUNCT bracis-33652 280 36 ccad ccad PROPN bracis-33652 280 37 ) ) PUNCT bracis-33652 280 38 for for ADP bracis-33652 280 39 providing provide VERB bracis-33652 280 40 the the DET bracis-33652 280 41 space space NOUN bracis-33652 280 42 for for ADP bracis-33652 280 43 the the DET bracis-33652 280 44 research research NOUN bracis-33652 280 45 development development NOUN bracis-33652 280 46 . . PUNCT bracis-33652 281 1 author author NOUN bracis-33652 281 2 information information NOUN bracis-33652 281 3 authors author NOUN bracis-33652 281 4 and and CCONJ bracis-33652 281 5 affiliations affiliation NOUN bracis-33652 281 6 data datum NOUN bracis-33652 281 7 intelligence intelligence NOUN bracis-33652 281 8 laboratory laboratory NOUN bracis-33652 281 9 , , PUNCT bracis-33652 281 10 federal federal ADJ bracis-33652 281 11 university university PROPN bracis-33652 281 12 of of ADP bracis-33652 281 13 pará pará PROPN bracis-33652 281 14 , , PUNCT bracis-33652 281 15 belém belém NOUN bracis-33652 281 16 , , PUNCT bracis-33652 281 17 pa pa PROPN bracis-33652 281 18 , , PUNCT bracis-33652 281 19 66075 66075 NUM bracis-33652 281 20 - - SYM bracis-33652 281 21 110 110 NUM bracis-33652 281 22 , , PUNCT bracis-33652 281 23 brazil brazil PROPN bracis-33652 281 24 jean jean PROPN bracis-33652 281 25 carlos carlos PROPN bracis-33652 281 26 costa costa PROPN bracis-33652 281 27     SPACE bracis-33652 281 28 & & CCONJ bracis-33652 281 29     SPACE bracis-33652 281 30 reginaldo reginaldo PROPN bracis-33652 281 31 santos santos PROPN bracis-33652 281 32 authors author NOUN bracis-33652 281 33 jean jean PROPN bracis-33652 281 34 carlos carlos PROPN bracis-33652 281 35 costaview costaview PROPN bracis-33652 281 36 author author NOUN bracis-33652 281 37 publications publication NOUN bracis-33652 281 38 search search NOUN bracis-33652 281 39 author author NOUN bracis-33652 281 40 on on ADP bracis-33652 281 41 : : PUNCT bracis-33652 281 42 pubmed pubmed PROPN bracis-33652 281 43     SPACE bracis-33652 281 44 google google PROPN bracis-33652 281 45 scholar scholar NOUN bracis-33652 281 46 reginaldo reginaldo NOUN bracis-33652 281 47 santosview santosview NOUN bracis-33652 281 48 author author NOUN bracis-33652 281 49 publications publication NOUN bracis-33652 281 50 search search NOUN bracis-33652 281 51 author author NOUN bracis-33652 281 52 on on ADP bracis-33652 281 53 : : PUNCT bracis-33652 281 54 pubmed pubmed PROPN bracis-33652 281 55     SPACE bracis-33652 281 56 google google PROPN bracis-33652 281 57 scholar scholar NOUN bracis-33652 281 58 corresponding correspond VERB bracis-33652 281 59 author author NOUN bracis-33652 281 60 correspondence correspondence NOUN bracis-33652 281 61 to to ADP bracis-33652 281 62 jean jean PROPN bracis-33652 281 63 carlos carlos PROPN bracis-33652 281 64 costa costa PROPN bracis-33652 281 65 . . PUNCT bracis-33652 282 1 editor editor NOUN bracis-33652 282 2 information information NOUN bracis-33652 282 3 editors editor NOUN bracis-33652 282 4 and and CCONJ bracis-33652 282 5 affiliations affiliation NOUN bracis-33652 282 6 universidade universidade VERB bracis-33652 282 7 federal federal PROPN bracis-33652 282 8 fluminense fluminense PROPN bracis-33652 282 9 , , PUNCT bracis-33652 282 10 niterói niterói PROPN bracis-33652 282 11 , , PUNCT bracis-33652 282 12 brazil brazil PROPN bracis-33652 282 13 aline aline PROPN bracis-33652 282 14 paes paes PROPN bracis-33652 282 15 instituto instituto PROPN bracis-33652 282 16 tecnológico tecnológico PROPN bracis-33652 282 17 de de PROPN bracis-33652 282 18 aeronáutica aeronáutica PROPN bracis-33652 282 19 , , PUNCT bracis-33652 282 20 são são PROPN bracis-33652 282 21 josé josé PROPN bracis-33652 282 22 dos dos PROPN bracis-33652 282 23 campos campos PROPN bracis-33652 282 24 , , PUNCT bracis-33652 282 25 brazil brazil PROPN bracis-33652 282 26 filipe filipe PROPN bracis-33652 282 27 a. a. PROPN bracis-33652 282 28 n. n. PROPN bracis-33652 282 29 verri verri PROPN bracis-33652 282 30 ethics ethic NOUN bracis-33652 282 31 declarations declaration VERB bracis-33652 282 32 disclosure disclosure NOUN bracis-33652 282 33 of of ADP bracis-33652 282 34 interests interest NOUN bracis-33652 282 35 the the DET bracis-33652 282 36 authors author NOUN bracis-33652 282 37 have have VERB bracis-33652 282 38 no no DET bracis-33652 282 39 competing compete VERB bracis-33652 282 40 interests interest NOUN bracis-33652 282 41 to to PART bracis-33652 282 42 declare declare VERB bracis-33652 282 43 that that PRON bracis-33652 282 44 are be AUX bracis-33652 282 45 relevant relevant ADJ bracis-33652 282 46 to to ADP bracis-33652 282 47 the the DET bracis-33652 282 48 content content NOUN bracis-33652 282 49 of of ADP bracis-33652 282 50 this this DET bracis-33652 282 51 article article NOUN bracis-33652 282 52 . . PUNCT bracis-33652 283 1 rights right NOUN bracis-33652 283 2 and and CCONJ bracis-33652 283 3 permissions permission NOUN bracis-33652 283 4 reprints reprint NOUN bracis-33652 283 5 and and CCONJ bracis-33652 283 6 permissions permission VERB bracis-33652 283 7 copyright copyright NOUN bracis-33652 283 8 information information NOUN bracis-33652 283 9 © © ADP bracis-33652 283 10 2025 2025 NUM bracis-33652 283 11 the the DET bracis-33652 283 12 author(s author(s NOUN bracis-33652 283 13 ) ) PUNCT bracis-33652 283 14 , , PUNCT bracis-33652 283 15 under under ADP bracis-33652 283 16 exclusive exclusive ADJ bracis-33652 283 17 license license NOUN bracis-33652 283 18 to to ADP bracis-33652 283 19 springer springer NOUN bracis-33652 283 20 nature nature PROPN bracis-33652 283 21 switzerland switzerland PROPN bracis-33652 283 22 ag ag PROPN bracis-33652 283 23 about about ADP bracis-33652 283 24 this this DET bracis-33652 283 25 paper paper NOUN bracis-33652 283 26 cite cite VERB bracis-33652 283 27 this this DET bracis-33652 283 28 paper paper NOUN bracis-33652 283 29 costa costa PROPN bracis-33652 283 30 , , PUNCT bracis-33652 283 31 j.c j.c PROPN bracis-33652 283 32 . . PROPN bracis-33652 283 33 , , PUNCT bracis-33652 283 34 santos santos PROPN bracis-33652 283 35 , , PUNCT bracis-33652 283 36 r. r. PROPN bracis-33652 283 37 ( ( PUNCT bracis-33652 283 38 2025 2025 NUM bracis-33652 283 39 ) ) PUNCT bracis-33652 283 40 . . PUNCT bracis-33652 284 1 automated automate VERB bracis-33652 284 2 and and CCONJ bracis-33652 284 3     SPACE bracis-33652 284 4 intelligent intelligent ADJ bracis-33652 284 5 vocational vocational ADJ bracis-33652 284 6 guidance guidance NOUN bracis-33652 284 7 system system NOUN bracis-33652 284 8 for for ADP bracis-33652 284 9     SPACE bracis-33652 284 10 classifying classify VERB bracis-33652 284 11 specialties specialty NOUN bracis-33652 284 12 based base VERB bracis-33652 284 13 on on ADP bracis-33652 284 14     SPACE bracis-33652 284 15 poscomp poscomp NOUN bracis-33652 284 16 microdata microdata NOUN bracis-33652 284 17 . . PUNCT bracis-33652 285 1 in in ADP bracis-33652 285 2 : : PUNCT bracis-33652 285 3 paes paes PROPN bracis-33652 285 4 , , PUNCT bracis-33652 285 5 a. a. PROPN bracis-33652 285 6 , , PUNCT bracis-33652 285 7 verri verri NOUN bracis-33652 285 8 , , PUNCT bracis-33652 285 9 f.a.n f.a.n ADJ bracis-33652 285 10 . . PUNCT bracis-33652 285 11 ( ( PUNCT bracis-33652 285 12 eds ed NOUN bracis-33652 285 13 ) ) PUNCT bracis-33652 285 14 intelligent intelligent ADJ bracis-33652 285 15 systems system NOUN bracis-33652 285 16 . . PUNCT bracis-33652 285 17 bracis bracis PROPN bracis-33652 285 18 2024 2024 NUM bracis-33652 285 19 . . PUNCT bracis-33652 286 1 lecture lecture NOUN bracis-33652 286 2 notes note NOUN bracis-33652 286 3 in in ADP bracis-33652 286 4 computer computer NOUN bracis-33652 286 5 science science NOUN bracis-33652 286 6 ( ( PUNCT bracis-33652 286 7 ) ) PUNCT bracis-33652 286 8 , , PUNCT bracis-33652 286 9 vol vol NOUN bracis-33652 286 10 15415 15415 NUM bracis-33652 286 11 . . PUNCT bracis-33652 287 1 springer springer NOUN bracis-33652 287 2 , , PUNCT bracis-33652 287 3 cham cham PROPN bracis-33652 287 4 . . PUNCT bracis-33652 288 1 https://doi.org/10.1007/978-3-031-79038-6_7 https://doi.org/10.1007/978-3-031-79038-6_7 NUM bracis-33652 288 2 download download NOUN bracis-33652 288 3 citation citation NOUN bracis-33652 288 4 .ris .ris PUNCT bracis-33652 288 5 .enw .enw PROPN bracis-33652 288 6 .bib .bib PUNCT bracis-33652 289 1 doi doi PROPN bracis-33652 289 2 : : PUNCT bracis-33652 289 3 https://doi.org/10.1007/978-3-031-79038-6_7 https://doi.org/10.1007/978-3-031-79038-6_7 NUM bracis-33652 289 4 published publish VERB bracis-33652 289 5 : : PUNCT bracis-33652 289 6 31 31 NUM bracis-33652 289 7 january january PROPN bracis-33652 289 8 2025 2025 NUM bracis-33652 289 9 publisher publisher NOUN bracis-33652 289 10 name name NOUN bracis-33652 289 11 : : PUNCT bracis-33652 289 12 springer springer NOUN bracis-33652 289 13 , , PUNCT bracis-33652 289 14 cham cham PROPN bracis-33652 289 15 print print PROPN bracis-33652 289 16 isbn isbn PROPN bracis-33652 289 17 : : PUNCT bracis-33652 289 18 978 978 NUM bracis-33652 289 19 - - SYM bracis-33652 289 20 3 3 NUM bracis-33652 289 21 - - PUNCT bracis-33652 289 22 031 031 NUM bracis-33652 289 23 - - PUNCT bracis-33652 289 24 79037 79037 NUM bracis-33652 289 25 - - SYM bracis-33652 289 26 9 9 NUM bracis-33652 289 27 online online ADJ bracis-33652 289 28 isbn isbn NOUN bracis-33652 289 29 : : PUNCT bracis-33652 289 30 978 978 NUM bracis-33652 289 31 - - SYM bracis-33652 289 32 3 3 NUM bracis-33652 289 33 - - PUNCT bracis-33652 289 34 031 031 NUM bracis-33652 289 35 - - PUNCT bracis-33652 289 36 79038 79038 NUM bracis-33652 289 37 - - SYM bracis-33652 289 38 6 6 NUM bracis-33652 289 39 ebook ebook NOUN bracis-33652 289 40 packages package NOUN bracis-33652 289 41 : : PUNCT bracis-33652 289 42 computer computer NOUN bracis-33652 289 43 sciencecomputer sciencecomputer NOUN bracis-33652 289 44 science science NOUN bracis-33652 289 45 ( ( PUNCT bracis-33652 289 46 r0 r0 NOUN bracis-33652 289 47 ) ) PUNCT bracis-33652 289 48 share share VERB bracis-33652 289 49 this this DET bracis-33652 289 50 paper paper NOUN bracis-33652 289 51 anyone anyone PRON bracis-33652 289 52 you you PRON bracis-33652 289 53 share share VERB bracis-33652 289 54 the the DET bracis-33652 289 55 following follow VERB bracis-33652 289 56 link link NOUN bracis-33652 289 57 with with ADP bracis-33652 289 58 will will AUX bracis-33652 289 59 be be AUX bracis-33652 289 60 able able ADJ bracis-33652 289 61 to to PART bracis-33652 289 62 read read VERB bracis-33652 289 63 this this DET bracis-33652 289 64 content content NOUN bracis-33652 289 65 : : PUNCT bracis-33652 289 66 get get VERB bracis-33652 289 67 shareable shareable ADJ bracis-33652 289 68 linksorry linksorry NOUN bracis-33652 289 69 , , PUNCT bracis-33652 289 70 a a DET bracis-33652 289 71 shareable shareable ADJ bracis-33652 289 72 link link NOUN bracis-33652 289 73 is be AUX bracis-33652 289 74 not not PART bracis-33652 289 75 currently currently ADV bracis-33652 289 76 available available ADJ bracis-33652 289 77 for for ADP bracis-33652 289 78 this this DET bracis-33652 289 79 article article NOUN bracis-33652 289 80 . . PUNCT bracis-33652 290 1 copy copy VERB bracis-33652 290 2 shareable shareable ADJ bracis-33652 290 3 link link NOUN bracis-33652 290 4 to to PART bracis-33652 290 5 clipboard clipboard NOUN bracis-33652 290 6 provided provide VERB bracis-33652 290 7 by by ADP bracis-33652 290 8 the the DET bracis-33652 290 9 springer springer NOUN bracis-33652 290 10 nature nature PROPN bracis-33652 290 11 sharedit sharedit PROPN bracis-33652 290 12 content content NOUN bracis-33652 290 13 - - PUNCT bracis-33652 290 14 sharing share VERB bracis-33652 290 15 initiative initiative NOUN bracis-33652 290 16 keywords keyword NOUN bracis-33652 290 17 vocational vocational ADJ bracis-33652 290 18 guidance guidance NOUN bracis-33652 290 19 machine machine NOUN bracis-33652 290 20 learning learn VERB bracis-33652 290 21 poscomp poscomp NOUN bracis-33652 290 22 data datum NOUN bracis-33652 290 23 analysis analysis NOUN bracis-33652 290 24 publish publish VERB bracis-33652 290 25 with with ADP bracis-33652 290 26 us us PROPN bracis-33652 290 27 policies policy NOUN bracis-33652 290 28 and and CCONJ bracis-33652 290 29 ethics ethic NOUN bracis-33652 290 30 profiles profile NOUN bracis-33652 290 31 jean jean PROPN bracis-33652 290 32 carlos carlos PROPN bracis-33652 290 33 costa costa PROPN bracis-33652 290 34 view view PROPN bracis-33652 290 35 author author NOUN bracis-33652 290 36 profile profile NOUN bracis-33652 290 37 search search NOUN bracis-33652 290 38 search search NOUN bracis-33652 290 39 by by ADP bracis-33652 290 40 keyword keyword NOUN bracis-33652 290 41 or or CCONJ bracis-33652 290 42 author author NOUN bracis-33652 290 43 search search NOUN bracis-33652 290 44 navigation navigation NOUN bracis-33652 290 45 find find VERB bracis-33652 290 46 a a DET bracis-33652 290 47 journal journal NOUN bracis-33652 290 48 publish publish VERB bracis-33652 290 49 with with ADP bracis-33652 290 50 us we PRON bracis-33652 290 51 track track VERB bracis-33652 290 52 your your PRON bracis-33652 290 53 research research NOUN bracis-33652 290 54 discover discover VERB bracis-33652 290 55 content content NOUN bracis-33652 290 56 journals journal NOUN bracis-33652 290 57 a a DET bracis-33652 290 58 - - PUNCT bracis-33652 290 59 z z NOUN bracis-33652 290 60 books book NOUN bracis-33652 290 61 a a DET bracis-33652 290 62 - - PUNCT bracis-33652 290 63 z z NOUN bracis-33652 290 64 publish publish NOUN bracis-33652 290 65 with with ADP bracis-33652 290 66 us us PROPN bracis-33652 290 67 journal journal PROPN bracis-33652 290 68 finder finder PROPN bracis-33652 290 69 publish publish VERB bracis-33652 290 70 your your PRON bracis-33652 290 71 research research NOUN bracis-33652 290 72 language language NOUN bracis-33652 290 73 editing edit VERB bracis-33652 290 74 open open ADJ bracis-33652 290 75 access access NOUN bracis-33652 290 76 publishing publishing NOUN bracis-33652 290 77 products product NOUN bracis-33652 290 78 and and CCONJ bracis-33652 290 79 services service NOUN bracis-33652 290 80 our our PRON bracis-33652 290 81 products product NOUN bracis-33652 290 82 librarians librarian VERB bracis-33652 290 83 societies society NOUN bracis-33652 290 84 partners partner NOUN bracis-33652 290 85 and and CCONJ bracis-33652 290 86 advertisers advertiser NOUN bracis-33652 290 87 our our PRON bracis-33652 290 88 brands brand NOUN bracis-33652 290 89 springer springer NOUN bracis-33652 290 90 nature nature PROPN bracis-33652 290 91 portfolio portfolio PROPN bracis-33652 290 92 bmc bmc PROPN bracis-33652 290 93 palgrave palgrave PROPN bracis-33652 290 94 macmillan macmillan PROPN bracis-33652 290 95 apress apress PROPN bracis-33652 290 96 discover discover VERB bracis-33652 290 97 your your PRON bracis-33652 290 98 privacy privacy NOUN bracis-33652 290 99 choices choice NOUN bracis-33652 290 100 / / SYM bracis-33652 290 101 manage manage NOUN bracis-33652 290 102 cookies cookie NOUN bracis-33652 290 103 your your PRON bracis-33652 290 104 us us PROPN bracis-33652 291 1 state state NOUN bracis-33652 291 2 privacy privacy NOUN bracis-33652 291 3 rights right NOUN bracis-33652 291 4 accessibility accessibility NOUN bracis-33652 291 5 statement statement NOUN bracis-33652 291 6 terms term NOUN bracis-33652 291 7 and and CCONJ bracis-33652 291 8 conditions condition NOUN bracis-33652 291 9 privacy privacy NOUN bracis-33652 291 10 policy policy NOUN bracis-33652 291 11 help help NOUN bracis-33652 291 12 and and CCONJ bracis-33652 291 13 support support VERB bracis-33652 291 14 legal legal ADJ bracis-33652 291 15 notice notice NOUN bracis-33652 291 16 cancel cancel VERB bracis-33652 291 17 contracts contract NOUN bracis-33652 291 18 here here ADV bracis-33652 291 19 129.74.145.123 129.74.145.123 NUM bracis-33652 291 20 hesburgh hesburgh PROPN bracis-33652 291 21 library library PROPN bracis-33652 291 22 er er INTJ bracis-33652 291 23 unit unit NOUN bracis-33652 291 24 ( ( PUNCT bracis-33652 291 25 3005732405 3005732405 NUM bracis-33652 291 26 ) ) PUNCT bracis-33652 291 27 northeast northeast ADJ bracis-33652 291 28 research research NOUN bracis-33652 291 29 libraries library NOUN bracis-33652 291 30 ( ( PUNCT bracis-33652 291 31 nerl nerl PROPN bracis-33652 291 32 ) ) PUNCT bracis-33652 291 33 ( ( PUNCT bracis-33652 291 34 8200828607 8200828607 NUM bracis-33652 291 35 ) ) PUNCT bracis-33652 291 36 nerl nerl VERB bracis-33652 291 37 ta ta X bracis-33652 291 38 account account NOUN bracis-33652 291 39 ( ( PUNCT bracis-33652 291 40 3006206169 3006206169 NUM bracis-33652 291 41 ) ) PUNCT bracis-33652 291 42 university university NOUN bracis-33652 291 43 of of ADP bracis-33652 291 44 notre notre PROPN bracis-33652 291 45 dame dame PROPN bracis-33652 291 46 hesburgh hesburgh PROPN bracis-33652 291 47 library library NOUN bracis-33652 291 48 ( ( PUNCT bracis-33652 291 49 3000184373 3000184373 NUM bracis-33652 291 50 ) ) PUNCT bracis-33652 292 1 © © ADP bracis-33652 292 2 2025 2025 NUM bracis-33652 292 3 springer springer NOUN bracis-33652 292 4 nature nature NOUN