{"id":"https://openalex.org/W4318969655","doi":"https://doi.org/10.1109/ithet56107.2022.10032029","title":"Systematic Review of the published Explainable Educational Recommendation Systems","display_name":"Systematic Review of the published Explainable Educational Recommendation Systems","publication_year":2022,"publication_date":"2022-11-07","ids":{"openalex":"https://openalex.org/W4318969655","doi":"https://doi.org/10.1109/ithet56107.2022.10032029"},"language":"en","primary_location":{"id":"doi:10.1109/ithet56107.2022.10032029","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ithet56107.2022.10032029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 20th International Conference on Information Technology Based Higher Education and Training (ITHET)","raw_type":"proceedings-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027701673","display_name":"Ivica Pesovski","orcid":"https://orcid.org/0000-0002-5284-4825"},"institutions":[{"id":"https://openalex.org/I78038858","display_name":"University American College Skopje","ror":"https://ror.org/05hknds03","country_code":"MK","type":"education","lineage":["https://openalex.org/I78038858"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Ivica Pesovski","raw_affiliation_strings":["Computer Science and Innovation Brainster NEXT College,Skopje,North Macedonia","Computer Science and Innovation Brainster NEXT College, Skopje, North Macedonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Innovation Brainster NEXT College,Skopje,North Macedonia","institution_ids":["https://openalex.org/I78038858"]},{"raw_affiliation_string":"Computer Science and Innovation Brainster NEXT College, Skopje, North Macedonia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078572434","display_name":"Ana Madevska Bogdanova","orcid":"https://orcid.org/0000-0002-0906-3548"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Ana Madevska Bogdanova","raw_affiliation_strings":["Ss. Cyril and Methodius University,Faculty of Computer Science &#x0026; Engineering,Skopje,North Macedonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ss. Cyril and Methodius University,Faculty of Computer Science &#x0026; Engineering,Skopje,North Macedonia","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014364236","display_name":"Vladimir Trajkovik","orcid":"https://orcid.org/0000-0001-8103-8059"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Vladimir Trajkovik","raw_affiliation_strings":["Ss. Cyril and Methodius University,Faculty of Computer Science &#x0026; Engineering,Skopje,North Macedonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ss. Cyril and Methodius University,Faculty of Computer Science &#x0026; Engineering,Skopje,North Macedonia","institution_ids":["https://openalex.org/I76245029"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1692,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.61948529,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9980000257492065,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9980000257492065,"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":0.9883999824523926,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.948199987411499,"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/computer-science","display_name":"Computer science","score":0.8069151639938354},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.719523549079895},{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.6721461415290833},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.6211154460906982},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6108545660972595},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5978319048881531},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5838972330093384},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5379650592803955},{"id":"https://openalex.org/keywords/digital-library","display_name":"Digital library","score":0.5261889696121216},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.503842294216156},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4983506202697754},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.35819780826568604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33693355321884155},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.32933294773101807}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8069151639938354},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.719523549079895},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.6721461415290833},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.6211154460906982},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6108545660972595},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5978319048881531},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5838972330093384},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5379650592803955},{"id":"https://openalex.org/C513874922","wikidata":"https://www.wikidata.org/wiki/Q212805","display_name":"Digital library","level":3,"score":0.5261889696121216},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.503842294216156},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4983506202697754},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.35819780826568604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33693355321884155},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.32933294773101807},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C164913051","wikidata":"https://www.wikidata.org/wiki/Q482","display_name":"Poetry","level":2,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ithet56107.2022.10032029","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ithet56107.2022.10032029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 20th International Conference on Information Technology Based Higher Education and Training (ITHET)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W10036319","https://openalex.org/W136391515","https://openalex.org/W186294292","https://openalex.org/W1435349196","https://openalex.org/W2005501262","https://openalex.org/W2161374186","https://openalex.org/W2260086465","https://openalex.org/W2401544298","https://openalex.org/W2594625992","https://openalex.org/W2754764546","https://openalex.org/W2775057370","https://openalex.org/W2911142796","https://openalex.org/W2963492842","https://openalex.org/W2970571931","https://openalex.org/W2977181819","https://openalex.org/W2981308189","https://openalex.org/W2981731882","https://openalex.org/W2995523160","https://openalex.org/W3088717325","https://openalex.org/W3110551105","https://openalex.org/W3164140698","https://openalex.org/W3165266678","https://openalex.org/W3177002255","https://openalex.org/W3213654060","https://openalex.org/W4205334834"],"related_works":["https://openalex.org/W136232935","https://openalex.org/W1506282065","https://openalex.org/W4292348639","https://openalex.org/W1603275538","https://openalex.org/W2124519725","https://openalex.org/W2030229989","https://openalex.org/W4243511485","https://openalex.org/W3176030002","https://openalex.org/W2568039188","https://openalex.org/W3024794176"],"abstract_inverted_index":{"The":[0,35,72,89,128,172,198,255],"goal":[1],"of":[2,15,30,74,92,108,143,154,187,205,229,257,279,290],"this":[3,70,77],"paper":[4,98],"is":[5,53,147,196,208,239,268,271],"to":[6,273],"systematically":[7],"review":[8,110],"the":[9,13,43,93,97,109,118,132,155,163,185,203,223,227,230,236,245,258,276],"available":[10,40,145,206,259],"literature":[11,41,146,260],"on":[12,131,162,181],"topic":[14,73,243],"explainable":[16,262,280],"recommendation":[17,23,80,167,237,263],"systems":[18,24,33,168,214,238,264],"in":[19,76,96,117,169,177,222,235,252,265],"education,":[20],"especially":[21],"when":[22,50,165],"are":[25,42,59,79,175,215],"integrated":[26],"as":[27,284],"a":[28,105,140,151,219,241],"part":[29,91,107],"learning":[31,52,57,212,232],"management":[32,213],"(LMS).":[34],"focus":[36,161],"years":[37,44,66],"for":[38,68,135,261,287],"analyzing":[39,114],"between":[45],"2010":[46],"and":[47,55,87,124,179,190,193,210,247],"2022,":[48],"period":[49],"online":[51,56],"expanding":[54],"platforms":[58],"continuously":[60],"being":[61,216],"developed,":[62],"which":[63,159],"makes":[64],"these":[65],"relevant":[67,173],"scoping":[69],"review.":[71],"interest":[75,251],"research":[78,207,250],"algorithms":[81],"whose":[82],"results":[83,199],"can":[84],"be":[85],"explained":[86],"interpreted.":[88],"first":[90],"methodology":[94,134],"used":[95,234],"utilizes":[99],"an":[100],"NLP-powered":[101],"toolkit":[102,129],"that":[103,201],"automates":[104],"big":[106],"process":[111],"by":[112,150],"automatically":[113],"articles":[115,158,174],"indexed":[116],"IEEE":[119],"Xplore,":[120],"PubMed,":[121],"Springer,":[122],"Elsevier":[123],"MDPI":[125],"digital":[126],"libraries.":[127],"relies":[130],"PRISMA":[133],"standardizing":[136],"systematic":[137],"reviews.":[138],"First,":[139],"quantitative":[141],"analysis":[142,153],"all":[144],"performed,":[148],"followed":[149],"qualitative":[152],"few":[156,225],"selected":[157],"indeed":[160],"explainability":[164,195,228],"implementing":[166],"educational":[170,253,266],"context.":[171,254],"analyzed":[176],"detail":[178],"compared":[180],"multiple":[182],"indicators":[183],"like":[184],"field":[186],"work,":[188],"tools":[189],"techniques":[191,233],"used,":[192],"how":[194],"achieved.":[197],"show":[200],"although":[202],"amount":[204,256],"growing":[209],"new":[211],"developed":[217],"at":[218],"fast":[220],"pace":[221],"last":[224],"years,":[226],"machine":[231],"not":[240],"popular":[242],"among":[244],"researchers":[246],"developers":[248],"with":[249],"environment":[267],"scarce,":[269],"but":[270],"expected":[272],"grow":[274],"following":[275],"global":[277],"trend":[278],"artificial":[281],"intelligence":[282],"$(\\mathrm{x}\\mathrm{A}\\mathrm{I})$":[283],"key":[285],"technique":[286],"practical":[288],"implementation":[289],"advanced":[291],"AI":[292],"models.":[293]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
