{"id":"https://openalex.org/W3169451051","doi":"https://doi.org/10.1515/jisys-2020-0065","title":"Intelligent decision support system approach for predicting the performance of students based on three-level machine learning technique","display_name":"Intelligent decision support system approach for predicting the performance of students based on three-level machine learning technique","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3169451051","doi":"https://doi.org/10.1515/jisys-2020-0065","mag":"3169451051"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2020-0065","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2020-0065","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2020-0065/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2020-0065/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079409706","display_name":"Sohaib Latif","orcid":"https://orcid.org/0000-0002-0690-2326"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sohaib Latif","raw_affiliation_strings":["School of Mathematics and Big Data, Department of Computer Science, Anhui University of Science and Technology , Huainan , Anhui 232001 , China"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Big Data, Department of Computer Science, Anhui University of Science and Technology , Huainan , Anhui 232001 , China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103674127","display_name":"Fang Xian-wen","orcid":null},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang XianWen","raw_affiliation_strings":["School of Mathematics and Big Data, Department of Computer Science, Anhui University of Science and Technology , Huainan , Anhui 232001 , China"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Big Data, Department of Computer Science, Anhui University of Science and Technology , Huainan , Anhui 232001 , China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051585653","display_name":"Lili Wang","orcid":"https://orcid.org/0000-0002-0422-4277"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li-li Wang","raw_affiliation_strings":["The Key Laboratory of Embedded System and Service Computing, Ministry of Education (Tongji University) , Shanghai 201804 , China"],"affiliations":[{"raw_affiliation_string":"The Key Laboratory of Embedded System and Service Computing, Ministry of Education (Tongji University) , Shanghai 201804 , China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5079409706"],"corresponding_institution_ids":["https://openalex.org/I184681353"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":4.8686,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.95070276,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"30","issue":"1","first_page":"739","last_page":"749"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9552000164985657,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9254999756813049,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6928656697273254},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6904687881469727},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6576123237609863},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6267677545547485},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5797531604766846},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5099703073501587},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.470130056142807},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.4513305127620697},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.3241008520126343}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6928656697273254},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6904687881469727},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6576123237609863},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6267677545547485},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5797531604766846},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5099703073501587},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.470130056142807},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.4513305127620697},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3241008520126343},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2020-0065","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2020-0065","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2020-0065/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ca51c15e1bb2446992f6ef9429e0904e","is_oa":true,"landing_page_url":"https://doaj.org/article/ca51c15e1bb2446992f6ef9429e0904e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Intelligent Systems, Vol 30, Iss 1, Pp 739-749 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2020-0065","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2020-0065","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2020-0065/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1651306938","display_name":null,"funder_award_id":"61572035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3589270053","display_name":null,"funder_award_id":"No. 6127215","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3866723802","display_name":null,"funder_award_id":"201703","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4319072095","display_name":null,"funder_award_id":"61272153","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4713543433","display_name":null,"funder_award_id":"61402","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4952649285","display_name":null,"funder_award_id":"2019H239","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5500432845","display_name":null,"funder_award_id":"61902002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6058138561","display_name":null,"funder_award_id":", No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6179221750","display_name":null,"funder_award_id":"ESSCKF2018-04","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6908654552","display_name":null,"funder_award_id":"61402011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G852339338","display_name":null,"funder_award_id":"2017032","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8678438437","display_name":null,"funder_award_id":"2018-04","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8863666567","display_name":null,"funder_award_id":"and No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3169451051.pdf","grobid_xml":"https://content.openalex.org/works/W3169451051.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W346381505","https://openalex.org/W1539947443","https://openalex.org/W1884620219","https://openalex.org/W2006444123","https://openalex.org/W2025250877","https://openalex.org/W2027711578","https://openalex.org/W2086951977","https://openalex.org/W2108020094","https://openalex.org/W2149140091","https://openalex.org/W2161715264","https://openalex.org/W2188043933","https://openalex.org/W2290063373","https://openalex.org/W2550482313","https://openalex.org/W2551671922","https://openalex.org/W2565286091","https://openalex.org/W2572386335","https://openalex.org/W2739790476","https://openalex.org/W2742149432","https://openalex.org/W2751189631","https://openalex.org/W2793927960","https://openalex.org/W2885975447","https://openalex.org/W2895526894","https://openalex.org/W2910392324","https://openalex.org/W2945295328","https://openalex.org/W2959750002","https://openalex.org/W2967860686","https://openalex.org/W2969714363","https://openalex.org/W2969946830","https://openalex.org/W2971438928","https://openalex.org/W2984259954","https://openalex.org/W2984364081","https://openalex.org/W2989835921","https://openalex.org/W2991789205","https://openalex.org/W2997050933","https://openalex.org/W3000641104","https://openalex.org/W3006766033","https://openalex.org/W3011965736","https://openalex.org/W3104149808","https://openalex.org/W3140727832","https://openalex.org/W4242603741","https://openalex.org/W4285719527","https://openalex.org/W6610945104"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2394466068","https://openalex.org/W1987683558","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W3101081936","https://openalex.org/W4321385268"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"this":[2,24],"research":[3],"work,":[4],"a":[5,54,189,238],"user-friendly":[6],"decision":[7,38],"support":[8,39],"framework":[9,252],"is":[10,26,220],"developed":[11],"to":[12,27,90,115,147,195,222],"analyze":[13,28],"the":[14,29,32,44,59,92,95,120,133,149,158,167,176,182,206,216,226,230,244],"behavior":[15],"of":[16,23,31,61,68,71,74,94,119,127,136,160,211,218,233,248],"Pakistani":[17,33,62],"students":[18,34,73],"in":[19,215,229,243],"academics.":[20],"The":[21,50,81,98,122,141,152,178,250],"purpose":[22],"article":[25],"performance":[30],"using":[35,132,188],"an":[36],"intelligent":[37],"system":[40,247],"(DSS)":[41],"based":[42],"on":[43,256],"three-level":[45,55,190],"machine":[46],"learning":[47],"(ML)":[48],"technique.":[49],"neural":[51],"network":[52],"used":[53,156,221],"classifier":[56,209],"approach":[57],"for":[58,157,240],"prediction":[60,162,198],"student":[63],"achievement.":[64],"A":[65],"self-recorded":[66],"dataset":[67],"1,011":[69],"respondents":[70],"graduate":[72],"English":[75],"and":[76,125],"Physics":[77],"courses":[78],"are":[79],"used.":[80],"ten":[82,86],"interviews":[83],"along":[84],"with":[85,205],"questions":[87],"were":[88,129,145],"conducted":[89],"determine":[91],"perception":[93],"individual":[96,207],"student.":[97],"chi-squared":[99],"<m:math":[100],"xmlns:m=\"http://www.w3.org/1998/Math/MathML\">":[101],"<m:mrow>":[102,104],"<m:mo>(</m:mo>":[103],"<m:mi>\u03c7</m:mi>":[105],"</m:mrow>":[106,108],"<m:mo>)</m:mo>":[107],"</m:math>":[109],"\\left(\\chi":[110],")":[111],"test":[112,116],"was":[113,155,185],"applied":[114],"statistical":[117,123,134],"significancy":[118],"questionnaire.":[121],"calculations":[124],"computation":[126],"data":[128,150],"performed":[130],"by":[131,187],"package":[135],"IBMM":[137],"SPSS":[138],"version":[139],"21.0.":[140],"seven":[142],"different":[143,257],"algorithms":[144],"tested":[146],"improve":[148],"classification.":[151],"Java-based":[153],"environment":[154],"development":[159],"numerous":[161,260],"classifiers.":[163],"C4.5":[164],"algorithm":[165,174],"shows":[166,175],"finest":[168],"accuracy,":[169],"whereas":[170],"Na\u00efve":[171],"Bayes":[172],"(NB)":[173],"least.":[177],"results":[179,202],"depict":[180],"that":[181],"classifier\u2019s":[183],"efficiency":[184],"improved":[186],"proposed":[191],"scheme":[192],"from":[193],"83.2%":[194],"88.8%.":[196],"This":[197,213,235],"has":[199],"shown":[200],"remarkable":[201],"when":[203],"compared":[204],"level":[208],"technique":[210],"ML.":[212],"improvement":[214],"accuracy":[217],"DSSs":[219],"identify":[223],"more":[224],"efficiently":[225],"gray":[227],"areas":[228],"education":[231,246],"stratum":[232],"Pakistan.":[234,249],"will":[236],"pave":[237],"path":[239],"making":[241],"policies":[242],"higher":[245],"presented":[251],"can":[253],"be":[254],"deployed":[255],"platforms":[258],"under":[259],"operating":[261],"systems.":[262]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
