{"id":"https://openalex.org/W4413533454","doi":"https://doi.org/10.1080/10494820.2025.2528104","title":"Optimizing personalised recommender systems for teachers\u2019 digital learning models using deep learning algorithms","display_name":"Optimizing personalised recommender systems for teachers\u2019 digital learning models using deep learning algorithms","publication_year":2025,"publication_date":"2025-08-25","ids":{"openalex":"https://openalex.org/W4413533454","doi":"https://doi.org/10.1080/10494820.2025.2528104"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2025.2528104","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2025.2528104","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"},"type":"article","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/A5100680706","display_name":"Deming Li","orcid":"https://orcid.org/0000-0001-7145-9263"},"institutions":[{"id":"https://openalex.org/I4210164189","display_name":"Jilin International Studies University","ror":"https://ror.org/05mvcw862","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210164189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Deming Li","raw_affiliation_strings":["Jilin International Studies University"],"raw_orcid":"https://orcid.org/0000-0001-7145-9263","affiliations":[{"raw_affiliation_string":"Jilin International Studies University","institution_ids":["https://openalex.org/I4210164189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092249036","display_name":"Kellyt D. Ortegas","orcid":null},"institutions":[{"id":"https://openalex.org/I2802911879","display_name":"Merced College","ror":"https://ror.org/005yz5976","country_code":"US","type":"education","lineage":["https://openalex.org/I2802911879"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kellyt D. Ortegas","raw_affiliation_strings":["Merced College"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Merced College","institution_ids":["https://openalex.org/I2802911879"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100680706"],"corresponding_institution_ids":["https://openalex.org/I4210164189"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21648069,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"3","first_page":"1717","last_page":"1731"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9957000017166138,"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":0.9957000017166138,"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":0.9814000129699707,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9527999758720398,"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/computer-science","display_name":"Computer science","score":0.7685718536376953},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7117882370948792},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.49747493863105774},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.48237624764442444},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4755235016345978},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.4643125534057617},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45948585867881775},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4217609167098999},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.21094006299972534},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11023521423339844}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7685718536376953},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7117882370948792},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.49747493863105774},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.48237624764442444},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4755235016345978},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.4643125534057617},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45948585867881775},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4217609167098999},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.21094006299972534},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11023521423339844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2025.2528104","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2025.2528104","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320326270","display_name":"Education Department of Jilin Province","ror":"https://ror.org/05782e512"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1983637337","https://openalex.org/W2918324462","https://openalex.org/W2945890714","https://openalex.org/W3007088492","https://openalex.org/W3015302520","https://openalex.org/W3019242704","https://openalex.org/W3024321295","https://openalex.org/W3046401825","https://openalex.org/W3188541024","https://openalex.org/W4226145392","https://openalex.org/W4291910350","https://openalex.org/W4311547056","https://openalex.org/W4312659064","https://openalex.org/W4321608661","https://openalex.org/W4362584541","https://openalex.org/W4383312437","https://openalex.org/W4385878593","https://openalex.org/W4388562210","https://openalex.org/W4404199542","https://openalex.org/W4404694031","https://openalex.org/W4410601105"],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W2735929803","https://openalex.org/W4220714703","https://openalex.org/W1484355083","https://openalex.org/W3008845055","https://openalex.org/W2098758514","https://openalex.org/W4376854386","https://openalex.org/W2202724490","https://openalex.org/W2508671622","https://openalex.org/W2556532874"],"abstract_inverted_index":{"Digital":[0],"Learning":[1],"Models":[2],"for":[3,75,161,167,178],"Teachers":[4],"is":[5,39,93,117],"an":[6],"important":[7],"educational":[8],"development":[9,181],"to":[10,49,54,95,129,142],"improve":[11],"teaching":[12],"effectiveness":[13],"through":[14,152],"digital":[15,77,169],"technology.":[16],"It":[17],"creates":[18],"learning":[19,42,56,78,170,184],"experiences":[20],"with":[21,28,121],"personalization":[22],"and":[23,88,107,119,191],"customization":[24],"by":[25,100],"providing":[26],"teachers":[27,190],"more":[29],"accurate":[30],"feedback":[31],"on":[32,70],"their":[33],"teaching.":[34],"However,":[35],"the":[36,41,50,60,122,132,139,147,168,179],"current":[37],"problem":[38],"that":[40,185],"question":[43],"types":[44],"must":[45],"be":[46],"recommended":[47],"according":[48],"students\u2019":[51,102],"needs,":[52],"leading":[53],"inadequate":[55],"effects.":[57],"To":[58],"solve":[59],"problem,":[61],"this":[62],"paper":[63],"proposed":[64],"a":[65,71,97,112,158,163],"personalized":[66,144,164],"recommendation":[67,165],"algorithm":[68,148],"based":[69],"graph":[72,113],"neural":[73,115],"network":[74,116],"teachers\u2019":[76],"models":[79],"(PRAGNN).":[80],"In":[81],"particular,":[82],"firstly,":[83],"integrating":[84],"DINA":[85],"cognitive":[86,108],"diagnosis":[87],"gray":[89],"partial":[90],"correlation":[91],"evaluation":[92],"used":[94],"construct":[96],"student":[98],"model":[99,171],"modeling":[101],"mastery":[103],"of":[104,135,172,182],"knowledge":[105,127,140],"points":[106,128,141],"ability":[109],"level.":[110],"Secondly,":[111],"convolutional":[114],"introduced":[118],"combined":[120],"sequential":[123],"relationship":[124],"between":[125,189],"subject":[126],"automatically":[130],"capture":[131],"semantic":[133],"information":[134],"higher-order":[136],"structures":[137],"in":[138],"achieve":[143],"recommendations.":[145],"Ultimately,":[146],"achieved":[149],"85.60%":[150],"accuracy":[151],"comparative":[153],"experiments.":[154],"This":[155],"research":[156],"provides":[157],"new":[159],"idea":[160],"constructing":[162],"system":[166],"teachers,":[173],"it":[174],"has":[175],"significant":[176],"value":[177],"sustainable":[180],"lifelong":[183],"promotes":[186],"mutual":[187],"growth":[188],"students.":[192]},"counts_by_year":[],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}
