{"id":"https://openalex.org/W4411996322","doi":"https://doi.org/10.1109/icict64582.2025.00045","title":"Innovative Negative Sampling and Natural Language Processing Approach for Optimizing Knowledge Point Recommendations in Personalized Learning","display_name":"Innovative Negative Sampling and Natural Language Processing Approach for Optimizing Knowledge Point Recommendations in Personalized Learning","publication_year":2025,"publication_date":"2025-03-14","ids":{"openalex":"https://openalex.org/W4411996322","doi":"https://doi.org/10.1109/icict64582.2025.00045"},"language":"en","primary_location":{"id":"doi:10.1109/icict64582.2025.00045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icict64582.2025.00045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Information and Computer Technologies (ICICT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5091703883","display_name":"Juan Zhou","orcid":"https://orcid.org/0000-0002-2995-4559"},"institutions":[{"id":"https://openalex.org/I4210090490","display_name":"National University","ror":"https://ror.org/000a8qk84","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210090490"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Juan Zhou","raw_affiliation_strings":["College of Computing and Information Technologies, National University,Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computing and Information Technologies, National University,Philippines","institution_ids":["https://openalex.org/I4210090490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005359226","display_name":"Mideth Abisado","orcid":"https://orcid.org/0000-0003-4215-7260"},"institutions":[{"id":"https://openalex.org/I4210090490","display_name":"National University","ror":"https://ror.org/000a8qk84","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210090490"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Mideth B. Abisado","raw_affiliation_strings":["College of Computing and Information Technologies, National University,Manila,Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computing and Information Technologies, National University,Manila,Philippines","institution_ids":["https://openalex.org/I4210090490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210090490"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16664153,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"248","last_page":"253"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9484000205993652,"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":0.9484000205993652,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7685617208480835},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.5406062602996826},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.5280716419219971},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.46820810437202454},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40787917375564575},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06455403566360474}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7685617208480835},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.5406062602996826},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.5280716419219971},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.46820810437202454},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40787917375564575},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06455403566360474},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icict64582.2025.00045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icict64582.2025.00045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Information and Computer Technologies (ICICT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W3023401576","https://openalex.org/W3044972251","https://openalex.org/W3127471814","https://openalex.org/W3128819993","https://openalex.org/W3177536214","https://openalex.org/W3192482410","https://openalex.org/W3193836989","https://openalex.org/W4200467509","https://openalex.org/W4205390421","https://openalex.org/W4206964220","https://openalex.org/W4221030716","https://openalex.org/W4231638013","https://openalex.org/W4296710282","https://openalex.org/W4312853483","https://openalex.org/W4317566509","https://openalex.org/W4327712260","https://openalex.org/W4376278545","https://openalex.org/W4392058455","https://openalex.org/W4392309180","https://openalex.org/W4402404833","https://openalex.org/W4402780341"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0,131],"study":[1,89],"explores":[2],"an":[3],"innovative":[4],"approach":[5,55],"to":[6,32,59,77,134,147],"enhancing":[7],"personalized":[8,148],"learning":[9,71,129],"through":[10],"a":[11,142],"negative":[12,57],"sampling-optimized":[13],"pedagogical":[14],"recommendation":[15,83,109],"model.":[16],"The":[17,67],"proposed":[18],"methodology":[19],"integrates":[20],"artificial":[21],"intelligence":[22],"(AI),":[23],"data":[24],"mining,":[25],"and":[26,36,51,61,81,85,100,107,127,144,150],"natural":[27],"language":[28],"processing":[29],"(NLP)":[30],"techniques":[31],"improve":[33],"the":[34,70,88,91,118,135],"precision":[35],"personalization":[37],"of":[38,93,120,138],"knowledge":[39,63,151],"point":[40,152],"recommendations.":[41],"Unlike":[42],"conventional":[43],"recommender":[44],"systems":[45],"that":[46],"rely":[47],"on":[48,113],"positive":[49],"feedback":[50],"generic":[52],"algorithms,":[53],"this":[54,121],"incorporates":[56],"sampling":[58],"identify":[60],"address":[62],"gaps":[64],"more":[65],"effectively.":[66],"model":[68,122],"enhances":[69],"experience":[72],"by":[73],"tailoring":[74],"content":[75,96],"delivery":[76],"individual":[78],"student":[79],"needs":[80],"optimizing":[82],"accuracy":[84],"relevance.":[86],"Furthermore,":[87],"discusses":[90],"application":[92],"NLP":[94],"for":[95],"analysis,":[97],"user":[98],"profiling,":[99],"explanation":[101],"generation,":[102],"ensuring":[103],"deeper":[104],"semantic":[105],"understanding":[106],"improved":[108],"transparency.":[110],"Experimental":[111],"validation":[112],"public":[114],"educational":[115],"datasets":[116],"demonstrates":[117],"efficacy":[119],"in":[123],"reducing":[124],"training":[125],"costs":[126],"advancing":[128],"outcomes.":[130],"research":[132],"contributes":[133],"growing":[136],"field":[137],"AI-driven":[139],"education,":[140],"offering":[141],"scalable":[143],"adaptive":[145],"solution":[146],"teaching":[149],"delivery.":[153]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}