{"id":"https://openalex.org/W4403487630","doi":"https://doi.org/10.3233/faia240764","title":"A Simple Yet Effective Interpretable Bayesian Personalized Ranking for Cognitive Diagnosis","display_name":"A Simple Yet Effective Interpretable Bayesian Personalized Ranking for Cognitive Diagnosis","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403487630","doi":"https://doi.org/10.3233/faia240764"},"language":"en","primary_location":{"id":"doi:10.3233/faia240764","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240764","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240764","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240764","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114301935","display_name":"Arthur Batel","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210155607","display_name":"Laboratoire d'Informatique en Images et Syst\u00e8mes d'Information","ror":"https://ror.org/04dv4he91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I188626449","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210155607","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Arthur Batel","raw_affiliation_strings":["INSA Lyon, CNRS, LIRIS UMR 5205, F-69621 Villeurbanne, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSA Lyon, CNRS, LIRIS UMR 5205, F-69621 Villeurbanne, France","institution_ids":["https://openalex.org/I48430043","https://openalex.org/I1294671590","https://openalex.org/I4210155607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072450540","display_name":"Idir Benouaret","orcid":"https://orcid.org/0009-0007-9217-7426"},"institutions":[{"id":"https://openalex.org/I4210138808","display_name":"\u00c9cole Pour l'Informatique et les Techniques Avanc\u00e9es","ror":"https://ror.org/04r5ddq29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210138808"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Idir Benouaret","raw_affiliation_strings":["EPITA Research Laboratory (LRE), FR-94276, Le Kremlin-Bic\u00eatre, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EPITA Research Laboratory (LRE), FR-94276, Le Kremlin-Bic\u00eatre, France","institution_ids":["https://openalex.org/I4210138808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089842682","display_name":"Joan Fruitet","orcid":"https://orcid.org/0000-0002-0211-1033"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joan Fruitet","raw_affiliation_strings":["Humans Matter, FR-69002 Lyon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Humans Matter, FR-69002 Lyon, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028434928","display_name":"Marc Plantevit","orcid":"https://orcid.org/0000-0003-4636-5753"},"institutions":[{"id":"https://openalex.org/I4210138808","display_name":"\u00c9cole Pour l'Informatique et les Techniques Avanc\u00e9es","ror":"https://ror.org/04r5ddq29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210138808"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marc Plantevit","raw_affiliation_strings":["EPITA Research Laboratory (LRE), FR-94276, Le Kremlin-Bic\u00eatre, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EPITA Research Laboratory (LRE), FR-94276, Le Kremlin-Bic\u00eatre, France","institution_ids":["https://openalex.org/I4210138808"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048794271","display_name":"C\u00e9line Robardet","orcid":"https://orcid.org/0000-0002-8583-9408"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210155607","display_name":"Laboratoire d'Informatique en Images et Syst\u00e8mes d'Information","ror":"https://ror.org/04dv4he91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I188626449","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210155607","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"C\u00e9line Robardet","raw_affiliation_strings":["INSA Lyon, CNRS, LIRIS UMR 5205, F-69621 Villeurbanne, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSA Lyon, CNRS, LIRIS UMR 5205, F-69621 Villeurbanne, France","institution_ids":["https://openalex.org/I48430043","https://openalex.org/I1294671590","https://openalex.org/I4210155607"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35980583,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9868000149726868,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9868000149726868,"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/T11122","display_name":"Online Learning and Analytics","score":0.9807999730110168,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9340000152587891,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.942020058631897},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7099498510360718},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7031680345535278},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6350095868110657},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6096811890602112},{"id":"https://openalex.org/keywords/business-process-reengineering","display_name":"Business process reengineering","score":0.5585280656814575},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5038363337516785},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.43931835889816284},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.431584894657135},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32255682349205017},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08584403991699219}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.942020058631897},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7099498510360718},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7031680345535278},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6350095868110657},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6096811890602112},{"id":"https://openalex.org/C29143872","wikidata":"https://www.wikidata.org/wiki/Q876690","display_name":"Business process reengineering","level":3,"score":0.5585280656814575},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5038363337516785},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.43931835889816284},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.431584894657135},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32255682349205017},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08584403991699219},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C137335462","wikidata":"https://www.wikidata.org/wiki/Q380772","display_name":"Lean manufacturing","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/faia240764","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240764","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240764","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:hal-04764677v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04764677","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain - Including 13th Conference on Prestigious Applications of Intelligent Systems, Oct 2024, Santiago de Compostela, Spain. pp.2386--2393, &#x27E8;10.3233/FAIA240764&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.3233/faia240764","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240764","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240764","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7900000214576721,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G5779746785","display_name":"Improving psychiatric screening with artificial intelligence","funder_award_id":"ANR-22-CE23-0006","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403487630.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W1986582023","https://openalex.org/W2966829450"],"abstract_inverted_index":{"In":[0],"the":[1,5,18,52,81,110,130],"field":[2],"of":[3,8,21,54,61,71,78,113,132,178],"education,":[4],"automatic":[6],"assessment":[7,38],"student":[9,37,44,96,180],"profiles":[10],"has":[11],"become":[12],"a":[13,68,75,141,156],"crucial":[14],"objective,":[15],"driven":[16],"by":[17,39],"rapid":[19],"expansion":[20],"online":[22],"tutoring":[23],"systems":[24],"and":[25,35,118],"computerized":[26],"adaptive":[27],"testing.":[28],"These":[29],"technologies":[30],"aim":[31,65],"to":[32,66,74,94,108,129],"democratize":[33],"education":[34],"enhance":[36],"providing":[40],"detailed":[41],"insights":[42],"into":[43],"profiles,":[45,181],"which":[46,152],"are":[47],"essential":[48],"for":[49],"accurately":[50,114],"predicting":[51,72,115,170],"outcomes":[53,117,172],"exercises,":[55],"such":[56],"as":[57,155],"solving":[58],"various":[59],"types":[60],"mathematical":[62],"equations.":[63],"We":[64],"develop":[67],"model":[69,89],"capable":[70],"responses":[73],"large":[76],"set":[77],"questions":[79],"within":[80],"Multi-Target":[82],"Prediction":[83],"framework":[84],"while":[85],"ensuring":[86],"that":[87,163],"this":[88,123],"is":[90],"explainable,":[91],"allowing":[92],"us":[93],"quantify":[95],"performance":[97],"in":[98,169],"specific":[99],"knowledge":[100],"areas.":[101],"Existing":[102],"cognitive":[103],"diagnosis":[104],"algorithms":[105],"often":[106],"struggle":[107],"meet":[109],"dual":[111],"requirement":[112],"exercise":[116,171],"maintaining":[119],"interpretability.":[120],"To":[121],"address":[122],"challenge,":[124],"we":[125,139],"propose":[126],"an":[127],"alternative":[128],"complexity":[131],"current":[133],"advanced":[134],"machine":[135],"learning":[136,158],"models.":[137],"Instead,":[138],"introduce":[140],"direct":[142],"yet":[143],"highly":[144],"effective":[145],"Bayesian":[146],"Personalized":[147],"Ranking":[148],"algorithm,":[149],"called":[150],"CD-BPR,":[151],"incorporates":[153],"interpretability":[154,177],"core":[157],"objective.":[159],"Extensive":[160],"experiments":[161],"demonstrate":[162],"CD-BPR":[164],"not":[165],"only":[166],"performs":[167],"better":[168],"but":[173],"also":[174],"provides":[175],"superior":[176],"estimated":[179],"thus":[182],"fulfilling":[183],"both":[184],"key":[185],"requirements.":[186]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
