{"id":"https://openalex.org/W7155394787","doi":"https://doi.org/10.1145/3797552.3797765","title":"A Study on the Path of AI Empowering College Curriculum Teaching Based on PCA and K-means Clustering","display_name":"A Study on the Path of AI Empowering College Curriculum Teaching Based on PCA and K-means Clustering","publication_year":2025,"publication_date":"2025-11-21","ids":{"openalex":"https://openalex.org/W7155394787","doi":"https://doi.org/10.1145/3797552.3797765"},"language":null,"primary_location":{"id":"doi:10.1145/3797552.3797765","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797765","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3797552.3797765","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5134406517","display_name":"Xiaojun Wang","orcid":"https://orcid.org/0009-0007-6618-8033"},"institutions":[{"id":"https://openalex.org/I4210095587","display_name":"Shanghai Institute of Science & Technology Management","ror":"https://ror.org/009399a74","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210095587"]},{"id":"https://openalex.org/I4210120250","display_name":"Shanghai Technical Institute of Electronics & Information","ror":"https://ror.org/01wh3jw63","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210120250"]},{"id":"https://openalex.org/I67001856","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15","country_code":"CN","type":"education","lineage":["https://openalex.org/I67001856"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaojun Wang","raw_affiliation_strings":["Department of Economics and Management, Shanghai Institute of Electronic and Information Technology, Shanghai, China,"],"raw_orcid":"https://orcid.org/0009-0007-6618-8033","affiliations":[{"raw_affiliation_string":"Department of Economics and Management, Shanghai Institute of Electronic and Information Technology, Shanghai, China,","institution_ids":["https://openalex.org/I4210095587","https://openalex.org/I4210120250","https://openalex.org/I67001856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5134406517"],"corresponding_institution_ids":["https://openalex.org/I4210095587","https://openalex.org/I4210120250","https://openalex.org/I67001856"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1344","last_page":"1349"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.09650000184774399,"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":0.09650000184774399,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.08820000290870667,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.08179999887943268,"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/cluster-analysis","display_name":"Cluster analysis","score":0.6769000291824341},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6748999953269958},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.48910000920295715},{"id":"https://openalex.org/keywords/respondent","display_name":"Respondent","score":0.45350000262260437},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.4154999852180481},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.39910000562667847},{"id":"https://openalex.org/keywords/empowerment","display_name":"Empowerment","score":0.38999998569488525},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.3806999921798706}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6769000291824341},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6748999953269958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5698999762535095},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.48910000920295715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4717999994754791},{"id":"https://openalex.org/C2776640315","wikidata":"https://www.wikidata.org/wiki/Q7315941","display_name":"Respondent","level":2,"score":0.45350000262260437},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.42879998683929443},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.4154999852180481},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.39910000562667847},{"id":"https://openalex.org/C20555606","wikidata":"https://www.wikidata.org/wiki/Q868575","display_name":"Empowerment","level":2,"score":0.38999998569488525},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.3806999921798706},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.3747999966144562},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36899998784065247},{"id":"https://openalex.org/C82793941","wikidata":"https://www.wikidata.org/wiki/Q1046024","display_name":"Path analysis (statistics)","level":2,"score":0.34119999408721924},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3215000033378601},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.31060001254081726},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3077999949455261},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2831000089645386},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C2776987068","wikidata":"https://www.wikidata.org/wiki/Q5136701","display_name":"Cluster grouping","level":2,"score":0.2554999887943268}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3797552.3797765","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797765","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3797552.3797765","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797765","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W3173781692","https://openalex.org/W3193704761","https://openalex.org/W4286452398","https://openalex.org/W4310494058","https://openalex.org/W4312075150","https://openalex.org/W4379410230","https://openalex.org/W4400264417"],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,41,131,135,190],"rapid":[2],"advancement":[3],"of":[4,15,46,97,137,144,155,193],"educational":[5,156,197],"digitalization,":[6],"artificial":[7],"intelligence":[8],"(AI)":[9],"has":[10],"become":[11],"a":[12,94,159],"key":[13,132],"driver":[14],"higher":[16,186],"education":[17,187],"reform.":[18],"Traditional":[19],"college":[20,50],"curriculum":[21,51],"teaching":[22,52,121,167,183],"still":[23],"faces":[24],"challenges":[25],"such":[26],"as":[27,130],"limited":[28],"personalization,":[29],"outdated":[30],"content,":[31],"and":[32,43,53,71,77,90,110,119,125,146,153,174,188],"inefficient":[33],"feedback":[34],"mechanisms.":[35],"This":[36,169],"study":[37,170],"aims":[38],"to":[39,54,86],"explore":[40],"path":[42],"application":[44,139],"patterns":[45],"AI":[47,59,115,138],"empowerment":[48],"in":[49,58,114,140,166,185,196],"identify":[55],"group":[56],"differences":[57],"adoption":[60],"behaviors.":[61],"Based":[62],"on":[63],"339":[64],"valid":[65],"questionnaires":[66],"collected":[67],"from":[68],"university":[69],"teachers":[70],"students,":[72],"Principal":[73],"Component":[74],"Analysis":[75],"(PCA)":[76],"K-means":[78,147],"clustering,":[79],"two":[80],"machine":[81,194],"learning":[82,195],"algorithms,":[83],"were":[84,128],"employed":[85],"perform":[87],"dimensionality":[88],"reduction":[89],"pattern":[91],"recognition,":[92],"constructing":[93],"multi-dimensional":[95],"model":[96],"AI-empowered":[98],"teaching.":[99,141],"The":[100,142],"results":[101],"reveal":[102],"three":[103],"distinct":[104],"respondent":[105],"groups\u2014active":[106],"adopters,":[107],"cautious":[108],"observers,":[109],"passive":[111],"participants\u2014differing":[112],"significantly":[113],"cognition,":[116],"training":[117,124],"participation,":[118],"perceived":[120],"effectiveness.":[122],"Teacher":[123],"tool":[126],"compatibility":[127],"identified":[129],"factors":[133],"influencing":[134],"depth":[136],"integration":[143],"PCA":[145],"algorithms":[148],"enabled":[149],"objective":[150],"feature":[151],"extraction":[152],"clustering":[154],"data,":[157],"providing":[158],"data-driven":[160],"perspective":[161],"for":[162,180],"analyzing":[163],"AI's":[164],"role":[165],"innovation.":[168],"contributes":[171],"both":[172],"theoretical":[173],"practical":[175],"insights,":[176],"offering":[177],"empirical":[178],"evidence":[179],"advancing":[181],"AI-based":[182],"reform":[184],"demonstrating":[189],"methodological":[191],"potential":[192],"research.":[198]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-04-24T00:00:00"}