{"id":"https://openalex.org/W4390938986","doi":"https://doi.org/10.1109/access.2024.3355138","title":"Concept\u2013Effect Relationship Weighting Based on Frequency of Concept\u2019s Co-Occurrence for Developing Personalized Remedial Learning Path","display_name":"Concept\u2013Effect Relationship Weighting Based on Frequency of Concept\u2019s Co-Occurrence for Developing Personalized Remedial Learning Path","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4390938986","doi":"https://doi.org/10.1109/access.2024.3355138"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3355138","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3355138","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10401917.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10401917.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005601865","display_name":"Yulia Wahyuningsih","orcid":"https://orcid.org/0000-0002-1037-7712"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Yulia Wahyuningsih","raw_affiliation_strings":["Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-1037-7712","affiliations":[{"raw_affiliation_string":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005663779","display_name":"Arif Djunaidy","orcid":"https://orcid.org/0000-0001-6078-5610"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Arif Djunaidy","raw_affiliation_strings":["Department of Information Systems, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":"https://orcid.org/0000-0001-6078-5610","affiliations":[{"raw_affiliation_string":"Department of Information Systems, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008798505","display_name":"Daniel Siahaan","orcid":"https://orcid.org/0000-0001-6560-2975"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Daniel Siahaan","raw_affiliation_strings":["Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":"https://orcid.org/0000-0001-6560-2975","affiliations":[{"raw_affiliation_string":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.1372,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.94016752,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"12","issue":null,"first_page":"13878","last_page":"13892"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14025","display_name":"Educational Technology and Assessment","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12171","display_name":"Open Education and E-Learning","score":0.953000009059906,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9045000076293945,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/weighting","display_name":"Weighting","score":0.9167864322662354},{"id":"https://openalex.org/keywords/remedial-education","display_name":"Remedial education","score":0.8770650625228882},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7035001516342163},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.6211479902267456},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.6053639650344849},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4886036515235901},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46295031905174255},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.4350315034389496},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4242023229598999},{"id":"https://openalex.org/keywords/concept-learning","display_name":"Concept learning","score":0.4151734411716461},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.20296213030815125},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.16380801796913147},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.14917105436325073},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14826837182044983}],"concepts":[{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.9167864322662354},{"id":"https://openalex.org/C100207952","wikidata":"https://www.wikidata.org/wiki/Q7311597","display_name":"Remedial education","level":2,"score":0.8770650625228882},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035001516342163},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.6211479902267456},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.6053639650344849},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4886036515235901},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46295031905174255},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.4350315034389496},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4242023229598999},{"id":"https://openalex.org/C48164120","wikidata":"https://www.wikidata.org/wiki/Q4491893","display_name":"Concept learning","level":2,"score":0.4151734411716461},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.20296213030815125},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.16380801796913147},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.14917105436325073},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14826837182044983},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3355138","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3355138","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10401917.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c18e55971df44330b708a80f95cbd65a","is_oa":true,"landing_page_url":"https://doaj.org/article/c18e55971df44330b708a80f95cbd65a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 13878-13892 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3355138","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3355138","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10401917.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"No poverty","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/1"}],"awards":[{"id":"https://openalex.org/G5148281665","display_name":null,"funder_award_id":"1382/PKS/ITS/2022","funder_id":"https://openalex.org/F4320331994","funder_display_name":"Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi"}],"funders":[{"id":"https://openalex.org/F4320331994","display_name":"Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390938986.pdf","grobid_xml":"https://content.openalex.org/works/W4390938986.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1976598510","https://openalex.org/W2031072803","https://openalex.org/W2034765131","https://openalex.org/W2046577541","https://openalex.org/W2066636486","https://openalex.org/W2070526812","https://openalex.org/W2143114693","https://openalex.org/W2143989687","https://openalex.org/W2510824636","https://openalex.org/W2612004859","https://openalex.org/W2775901116","https://openalex.org/W2811271154","https://openalex.org/W2949109425","https://openalex.org/W2950875463","https://openalex.org/W2962723614","https://openalex.org/W3004766324","https://openalex.org/W3006539536","https://openalex.org/W3007924065","https://openalex.org/W3017277835","https://openalex.org/W3084214794","https://openalex.org/W3110723991","https://openalex.org/W3126304076","https://openalex.org/W3126529817","https://openalex.org/W3149863783","https://openalex.org/W3170656265","https://openalex.org/W4311224541","https://openalex.org/W4319459206","https://openalex.org/W4375858163","https://openalex.org/W4386926034","https://openalex.org/W4388378692","https://openalex.org/W6776762953"],"related_works":["https://openalex.org/W4220736215","https://openalex.org/W2015444859","https://openalex.org/W2994914475","https://openalex.org/W1983320279","https://openalex.org/W2180954594","https://openalex.org/W2118928004","https://openalex.org/W2966436566","https://openalex.org/W3092125928","https://openalex.org/W4294782963","https://openalex.org/W2132456850"],"abstract_inverted_index":{"Notably,":[0],"a":[1,99,103,116],"personalized":[2,38,104,144],"learning":[3,25,39,106,146,152],"path":[4,107,147],"is":[5,60],"advantageous":[6],"for":[7,108],"students":[8,109],"who":[9],"need":[10],"remedial":[11,105,145],"assistance":[12],"due":[13],"to":[14,17,165,170],"their":[15],"struggle":[16],"master":[18],"concepts":[19,59,86,89],"and":[20,58,62,87,115,175],"poor":[21],"exam":[22],"performance.":[23],"Personalized":[24],"paths":[26,40],"produced":[27],"from":[28],"conceptual":[29,42,117],"maps":[30],"have":[31],"proven":[32],"highly":[33],"effective.":[34],"Nevertheless,":[35],"in":[36,93],"establishing":[37],"using":[41,110],"maps,":[43],"the":[44,51,66,82,111,121,124,139,142,151,158,167],"manual":[45],"assignment":[46],"of":[47,53,68,90,123,154],"weights":[48,172],"that":[49,101],"depict":[50],"degree":[52],"relationship":[54,77],"between":[55,84],"test":[56,91],"items":[57,92],"time-consuming":[61],"ineffective.":[63],"To":[64,119],"overcome":[65],"drawbacks":[67],"manually":[69],"assigning":[70],"weights,":[71],"we":[72,97,127],"propose":[73],"an":[74,130],"auto-generated":[75,160],"concept":[76],"weighting":[78,113,161],"method":[79,114,162],"based":[80],"on":[81,132],"co-occurrence":[83],"primary":[85],"supporting":[88],"this":[94],"study.":[95],"Moreover,":[96],"build":[98],"system":[100],"generates":[102],"proposed":[112,125],"map.":[118],"evaluate":[120],"effectiveness":[122],"approach,":[126],"carried":[128],"out":[129],"experiment":[131],"high":[133],"school":[134],"students.":[135,156],"As":[136],"shown":[137],"by":[138,173],"experimental":[140],"results,":[141],"generated":[143],"can":[148],"significantly":[149],"enhance":[150],"achievement":[153],"underachieving":[155],"Furthermore,":[157],"new":[159],"was":[163],"able":[164],"eliminate":[166],"time":[168],"taken":[169],"assign":[171],"experts":[174],"resolve":[176],"conflicting":[177],"weight":[178],"values.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
