{"id":"https://openalex.org/W4406458441","doi":"https://doi.org/10.1109/bigdata62323.2024.10825874","title":"ODKT-IAC: Integrating Continual and Adaptive Learning for Personalized Path Recommendations","display_name":"ODKT-IAC: Integrating Continual and Adaptive Learning for Personalized Path Recommendations","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406458441","doi":"https://doi.org/10.1109/bigdata62323.2024.10825874"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825874","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-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/A5063915431","display_name":"Hoang Thanh Le","orcid":"https://orcid.org/0000-0003-2762-5708"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Huu Trong Le","raw_affiliation_strings":["University of Science, VNU-HCM,Faculty of Information Technology,Ho Chi Minh City,Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Science, VNU-HCM,Faculty of Information Technology,Ho Chi Minh City,Vietnam","institution_ids":["https://openalex.org/I23582244","https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102315348","display_name":"Tien Van Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tien Van Tran","raw_affiliation_strings":["University of Science, VNU-HCM,Faculty of Information Technology,Ho Chi Minh City,Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Science, VNU-HCM,Faculty of Information Technology,Ho Chi Minh City,Vietnam","institution_ids":["https://openalex.org/I23582244","https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101681024","display_name":"Thu Nguyen","orcid":"https://orcid.org/0009-0009-6961-3976"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thu Nguyen","raw_affiliation_strings":["University of Science, VNU-HCM,Faculty of Information Technology,Ho Chi Minh City,Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Science, VNU-HCM,Faculty of Information Technology,Ho Chi Minh City,Vietnam","institution_ids":["https://openalex.org/I23582244","https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063915431"],"corresponding_institution_ids":["https://openalex.org/I123565023","https://openalex.org/I23582244"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23727483,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"8136","last_page":"8144"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9991000294685364,"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/T10028","display_name":"Topic Modeling","score":0.9991000294685364,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","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/T10203","display_name":"Recommender Systems and Techniques","score":0.9975000023841858,"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":0.748551070690155},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.5989102721214294},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.45598840713500977},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4080219864845276},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3916724622249603},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37775516510009766},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11779764294624329},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.06923326849937439},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.06777629256248474},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.06256455183029175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.748551070690155},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.5989102721214294},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.45598840713500977},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4080219864845276},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3916724622249603},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37775516510009766},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11779764294624329},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.06923326849937439},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.06777629256248474},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.06256455183029175},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"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":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825874","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2087437373","https://openalex.org/W2560647685","https://openalex.org/W2595840341","https://openalex.org/W2734802995","https://openalex.org/W2787933113","https://openalex.org/W2791091755","https://openalex.org/W2791327891","https://openalex.org/W2912681837","https://openalex.org/W2947092077","https://openalex.org/W2955931418","https://openalex.org/W2957747000","https://openalex.org/W2965407115","https://openalex.org/W3026167604","https://openalex.org/W3083058384","https://openalex.org/W3104003068","https://openalex.org/W3104946560","https://openalex.org/W3159567283","https://openalex.org/W4288080156","https://openalex.org/W4298116016","https://openalex.org/W4319586440","https://openalex.org/W4323568871","https://openalex.org/W4382239739","https://openalex.org/W4389365236","https://openalex.org/W4391591646","https://openalex.org/W6621483976","https://openalex.org/W6764160185","https://openalex.org/W6764645560","https://openalex.org/W6765830420","https://openalex.org/W6782365421","https://openalex.org/W6783161426","https://openalex.org/W6795331227","https://openalex.org/W6850038775","https://openalex.org/W6861240850"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"In":[0],"today\u2019s":[1],"educational":[2,194],"landscape,":[3],"the":[4,42,94,118,138,155,185],"diverse":[5],"needs":[6],"and":[7,23,61,72,85,101,108,125,131,172,176,196,203],"preferences":[8],"of":[9,110,157],"learners":[10,198],"make":[11],"Personalized":[12],"Learning":[13,34,38,88,140],"Path":[14],"Recommendation":[15],"Systems":[16],"(PLP-RS)":[17],"essential":[18],"for":[19,187],"enhancing":[20,193],"learning":[21,57,67,80,98,104,149,167,189],"experiences":[22],"outcomes.":[24],"This":[25],"paper":[26],"introduces":[27],"our":[28,135,164],"solution,":[29],"ODKT-IAC,":[30],"that":[31,163],"integrates":[32],"Continual":[33],"(CL)":[35],"with":[36,96],"Adaptive":[37],"(AL)":[39],"to":[40,45,55,64,92,120,179],"ensure":[41],"system":[43],"adapts":[44],"continuously":[46],"changing":[47],"learner":[48,129],"needs.":[49],"Initially,":[50],"AL":[51],"techniques":[52],"are":[53,90],"employed":[54],"analyze":[56],"data,":[58,99],"including":[59],"goals,":[60],"prior":[62],"history,":[63],"create":[65],"detailed":[66],"profiles":[68],"by":[69],"identifying":[70],"strengths":[71],"weaknesses.":[73],"Subsequently,":[74],"CL":[75],"algorithms,":[76],"such":[77],"as":[78],"online":[79],"in":[81,169,199],"Knowledge":[82],"Tracing":[83],"(KT)":[84],"incremental":[86,115],"Reinforcement":[87],"(RL),":[89],"used":[91],"update":[93],"model":[95],"new":[97,123],"behaviors,":[100],"scores.":[102],"Online":[103,139],"allows":[105],"real-time":[106],"tracking":[107],"updating":[109],"learners\u2019":[111],"knowledge":[112],"states,":[113],"while":[114],"RL":[116],"enables":[117],"algorithm":[119],"learn":[121],"from":[122,143,151],"data":[124],"adjust":[126],"accordingly,":[127],"maintaining":[128],"motivation":[130],"interest.":[132],"We":[133],"evaluate":[134],"approach":[136,165],"using":[137],"Activity":[141],"dataset":[142],"Junyi":[144],"Academy,":[145],"which":[146],"includes":[147],"comprehensive":[148],"logs":[150],"247,548":[152],"students":[153],"over":[154],"course":[156],"a":[158],"year.":[159],"Experimental":[160],"results":[161],"demonstrate":[162],"enhances":[166],"efficiency":[168],"dynamic":[170],"environments":[171],"exhibits":[173],"superior":[174],"adaptability":[175],"effectiveness":[177],"compared":[178],"traditional":[180],"methods.":[181],"Our":[182],"solution":[183],"paves":[184],"way":[186],"intelligent":[188],"recommendation":[190],"systems":[191],"(RS),":[192],"quality,":[195],"supporting":[197],"achieving":[200],"their":[201],"academic":[202],"career":[204],"goals.":[205]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
