{"id":"https://openalex.org/W7203920764","doi":"https://doi.org/10.1109/idsac70973.2026.11650688","title":"Intelligent Evaluation and Decision Support for Curriculum Ideological-Political Education via Association Rule Mining and LLM-Enhanced Dynamic Student Profiling","display_name":"Intelligent Evaluation and Decision Support for Curriculum Ideological-Political Education via Association Rule Mining and LLM-Enhanced Dynamic Student Profiling","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7203920764","doi":"https://doi.org/10.1109/idsac70973.2026.11650688"},"language":"en","primary_location":{"id":"doi:10.1109/idsac70973.2026.11650688","doi":"https://doi.org/10.1109/idsac70973.2026.11650688","is_oa":true,"landing_page_url":"https://doi.org/10.1109/idsac70973.2026.11650688","pdf_url":null,"source":{"id":"https://openalex.org/S7407097408","display_name":"International Conference on IoT, Data Science and Advanced Computing (IDSAC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 2nd International Conference on IOT, Data Science and Advanced Computing (IDSAC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/idsac70973.2026.11650688","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5147665772","display_name":"Nan Tao","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Tao","raw_affiliation_strings":["School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology","institution_ids":["https://openalex.org/I32820368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112490085","display_name":"Han Yin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Yin","raw_affiliation_strings":["School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology","institution_ids":["https://openalex.org/I32820368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147785713","display_name":"Wei Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Li","raw_affiliation_strings":["School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology","institution_ids":["https://openalex.org/I32820368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5147783003","display_name":"Zongbo Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongbo Li","raw_affiliation_strings":["School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Technology, Guangdong Polytechnic of Science and Technology","institution_ids":["https://openalex.org/I32820368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I32820368"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"319","last_page":"324"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.475600004196167,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.475600004196167,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13161","display_name":"Ideological and Political Education","score":0.3837999999523163,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.08959999680519104,"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/values-education","display_name":"values education","score":0.6759999990463257},{"id":"https://openalex.org/keywords/student-learning-evaluation","display_name":"student learning evaluation","score":0.4749999940395355},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"decision support system","score":0.7710000276565552},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8830000162124634},{"id":"https://openalex.org/keywords/chain-of-thought-prompting","display_name":"chain-of-thought prompting","score":0.8299999833106995},{"id":"https://openalex.org/keywords/student-profiling","display_name":"student profiling","score":0.7649999856948853},{"id":"https://openalex.org/keywords/student-engagement","display_name":"student engagement","score":0.6159999966621399},{"id":"https://openalex.org/keywords/social-desirability-bias","display_name":"social desirability bias","score":0.7549999952316284},{"id":"https://openalex.org/keywords/teacher-dashboards","display_name":"teacher dashboards","score":0.5320000052452087}],"concepts":[{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.7132999897003174},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.6324999928474426},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.612500011920929},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5105000138282776},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47540000081062317},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.40450000762939453},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37610000371932983},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36489999294281006},{"id":"https://openalex.org/C56397880","wikidata":"https://www.wikidata.org/wiki/Q6044094","display_name":"Intelligent decision support system","level":2,"score":0.32820001244544983},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.31150001287460327},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.30329999327659607},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C84839998","wikidata":"https://www.wikidata.org/wiki/Q5249245","display_name":"Decision rule","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.25760000944137573},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.25679999589920044},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.25189998745918274}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/idsac70973.2026.11650688","doi":"https://doi.org/10.1109/idsac70973.2026.11650688","is_oa":true,"landing_page_url":"https://doi.org/10.1109/idsac70973.2026.11650688","pdf_url":null,"source":{"id":"https://openalex.org/S7407097408","display_name":"International Conference on IoT, Data Science and Advanced Computing (IDSAC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 2nd International Conference on IOT, Data Science and Advanced Computing (IDSAC)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/idsac70973.2026.11650688","doi":"https://doi.org/10.1109/idsac70973.2026.11650688","is_oa":true,"landing_page_url":"https://doi.org/10.1109/idsac70973.2026.11650688","pdf_url":null,"source":{"id":"https://openalex.org/S7407097408","display_name":"International Conference on IoT, Data Science and Advanced Computing (IDSAC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 2nd International Conference on IOT, Data Science and Advanced Computing (IDSAC)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.9235000014305115}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W2064853889","https://openalex.org/W4414566366"],"related_works":["https://openalex.org/W7161291446","https://openalex.org/W7163341788","https://openalex.org/W7157864672","https://openalex.org/W7166657719","https://openalex.org/W7212888173","https://openalex.org/W3159025074","https://openalex.org/W7167230183","https://openalex.org/W7155360256","https://openalex.org/W4251600965","https://openalex.org/W7160106235"],"abstract_inverted_index":{"Curriculum":[0],"Ideological-Political":[1],"Education":[2],"(CIPE)":[3],"aims":[4],"to":[5,47],"integrate":[6],"values":[7,92],"education":[8],"into":[9,154],"disciplinary":[10,77],"courses,":[11],"yet":[12],"current":[13],"evaluation":[14,129],"remains":[15],"predominantly":[16],"subjective":[17],"and":[18,66,80,94,120,146,177],"lacks":[19],"data-driven":[20],"decision":[21,28,64,188],"support.":[22],"This":[23],"paper":[24],"proposes":[25],"an":[26],"intelligent":[27,187],"support":[29,115,189],"system":[30,54,171],"that":[31,114],"integrates":[32],"Frequent":[33],"Pattern":[34],"Growth":[35],"(FP-Growth)":[36],"association":[37,174],"rule":[38,175],"mining":[39,176],"with":[40,151,164],"Large":[41],"Language":[42],"Model":[43],"(LLM)":[44],"semantic":[45,179],"analysis":[46,180],"enable":[48],"objective,":[49],"dynamic":[50,111],"CIPE":[51],"evaluation.":[52],"The":[53,70,170],"adopts":[55],"a":[56,116,139,147,185],"four-layer":[57],"architecture":[58],"comprising":[59],"data":[60],"collection,":[61],"analytical":[62],"modeling,":[63],"support,":[65],"visualization":[67],"interaction":[68],"layers.":[69],"FP-Growth":[71],"module":[72,90],"discovers":[73],"latent":[74],"associations":[75],"between":[76],"knowledge":[78],"points":[79],"ideological-political":[81],"elements":[82],"from":[83,99,131],"student":[84,112,149],"learning":[85],"transactions,":[86],"while":[87],"the":[88,160],"LLM":[89],"extracts":[91],"orientation":[93],"ideological":[95],"comprehension":[96],"depth":[97],"indicators":[98],"open-ended":[100],"reflective":[101],"texts":[102],"via":[103],"few-shot":[104],"Chain-of-Thought":[105],"prompting.":[106],"Together,":[107],"they":[108],"generate":[109],"time-varying":[110],"profiles":[113],"real-time":[117],"teacher":[118],"dashboard":[119],"personalized":[121],"intervention":[122],"recommendations.":[123],"Large-scale":[124],"validation":[125,158],"on":[126],"166":[127],"chapter-level":[128],"records":[130],"51":[132],"students":[133],"revealed":[134],"five":[135],"core":[136],"findings,":[137],"including":[138],"\u201csocial":[140],"desirability":[141],"effect\u201d":[142],"in":[143],"attitude":[144],"self-assessment":[145],"four-quadrant":[148],"clustering":[150],"64.7%":[152],"falling":[153],"low-engagement":[155],"categories.":[156],"Inter-rater":[157],"confirmed":[159],"LLM's":[161],"annotation":[162],"reliability":[163],"Cohen's$\\kappa=0.747$(substantial":[165],"agreement)":[166],"against":[167],"expert":[168],"judgment.":[169],"demonstrates":[172],"how":[173],"LLM-based":[178],"can":[181],"be":[182],"integrated":[183],"as":[184],"generalizable":[186],"framework":[190],"for":[191],"values-oriented":[192],"educational":[193],"assessment.":[194]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-08-22T00:00:00"}
