{"id":"https://openalex.org/W4307875698","doi":"https://doi.org/10.3233/faia220376","title":"A New Student Behavior Analysis Method Based on K-Means Algorithm and Consumption Data of Campus Smart Card","display_name":"A New Student Behavior Analysis Method Based on K-Means Algorithm and Consumption Data of Campus Smart Card","publication_year":2022,"publication_date":"2022-10-18","ids":{"openalex":"https://openalex.org/W4307875698","doi":"https://doi.org/10.3233/faia220376"},"language":"en","primary_location":{"id":"doi:10.3233/faia220376","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220376","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220376","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220376","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101005182","display_name":"Jinglong Zuo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jinglong Zuo","raw_affiliation_strings":["College of Electronic Information Engineer, Guangdong University of Petrochemical Technology, Maoming, China"],"affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineer, Guangdong University of Petrochemical Technology, Maoming, China","institution_ids":["https://openalex.org/I4210128140"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020265470","display_name":"Marifel Grace C. Kummer","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126785","display_name":"St. Paul University Philippines","ror":"https://ror.org/02xpf0x05","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210126785"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Marifel Grace C. Kummer","raw_affiliation_strings":["School of Information Technology and Engineering and Graduate School, St.Paul University, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering and Graduate School, St.Paul University, Philippines","institution_ids":["https://openalex.org/I4210126785"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101005182"],"corresponding_institution_ids":["https://openalex.org/I4210128140"],"apc_list":null,"apc_paid":null,"fwci":0.3423,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62266609,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.5142999887466431,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.5142999887466431,"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/computer-science","display_name":"Computer science","score":0.6718005537986755},{"id":"https://openalex.org/keywords/apriori-algorithm","display_name":"Apriori algorithm","score":0.5649279356002808},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.5598604679107666},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.5153200030326843},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47732478380203247},{"id":"https://openalex.org/keywords/smart-card","display_name":"Smart card","score":0.464760422706604},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.45324766635894775},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.407376229763031},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3973783254623413},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.17396867275238037},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.1395750641822815},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.0785071849822998}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6718005537986755},{"id":"https://openalex.org/C81440476","wikidata":"https://www.wikidata.org/wiki/Q513511","display_name":"Apriori algorithm","level":3,"score":0.5649279356002808},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.5598604679107666},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.5153200030326843},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47732478380203247},{"id":"https://openalex.org/C110406131","wikidata":"https://www.wikidata.org/wiki/Q41349","display_name":"Smart card","level":2,"score":0.464760422706604},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.45324766635894775},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.407376229763031},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3973783254623413},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.17396867275238037},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.1395750641822815},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0785071849822998},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia220376","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220376","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220376","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia220376","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220376","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220376","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.5099999904632568,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1162093799","display_name":null,"funder_award_id":"2020A1515010727","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G1268303351","display_name":null,"funder_award_id":"2020ZDZX3053","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G2302437550","display_name":null,"funder_award_id":"2021A1515012","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G2409713527","display_name":null,"funder_award_id":"2021A1515012252","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G2454899255","display_name":null,"funder_award_id":"2022A1515012022","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G4476295972","display_name":null,"funder_award_id":"mmkj2020033","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G6371921304","display_name":null,"funder_award_id":"mmkj2020033","funder_id":"https://openalex.org/F4320326279","funder_display_name":"Department of Education of Guangdong Province"},{"id":"https://openalex.org/G7343462453","display_name":null,"funder_award_id":"mmkj2020008","funder_id":"https://openalex.org/F4320326279","funder_display_name":"Department of Education of Guangdong Province"},{"id":"https://openalex.org/G8306680711","display_name":null,"funder_award_id":"2021A1515012252","funder_id":"https://openalex.org/F4320326279","funder_display_name":"Department of Education of Guangdong Province"},{"id":"https://openalex.org/G833763235","display_name":null,"funder_award_id":"2020ZDZX3053","funder_id":"https://openalex.org/F4320326279","funder_display_name":"Department of Education of Guangdong Province"},{"id":"https://openalex.org/G863004828","display_name":null,"funder_award_id":"mmkj2020008","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G8864745708","display_name":null,"funder_award_id":"2021A1515","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G8923766632","display_name":null,"funder_award_id":"2020A1515010727","funder_id":"https://openalex.org/F4320326279","funder_display_name":"Department of Education of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320326279","display_name":"Department of Education of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4307875698.pdf","grobid_xml":"https://content.openalex.org/works/W4307875698.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2082755875","https://openalex.org/W2086951977","https://openalex.org/W2206224721","https://openalex.org/W2303394219","https://openalex.org/W2617300785","https://openalex.org/W3204616723","https://openalex.org/W6671198680"],"related_works":["https://openalex.org/W2369008091","https://openalex.org/W2059333989","https://openalex.org/W2355391054","https://openalex.org/W4299529113","https://openalex.org/W2385229093","https://openalex.org/W2171877427","https://openalex.org/W2367209111","https://openalex.org/W2118198359","https://openalex.org/W2348237075","https://openalex.org/W2357632367"],"abstract_inverted_index":{"In":[0],"order":[1],"to":[2,39],"provide":[3],"decision":[4,54],"support":[5,55],"for":[6,56],"students\u2019":[7],"education":[8],"management,":[9],"a":[10],"new":[11],"student":[12,57],"behavior":[13,45],"analysis":[14],"method":[15,50],"based":[16],"on":[17],"the":[18,41,66],"K-means":[19],"algorithm":[20,36],"and":[21,46,59],"consumption":[22,44],"data":[23],"of":[24,68],"campus":[25],"smart":[26],"card":[27],"is":[28,37],"proposed":[29],"in":[30],"this":[31],"paper.":[32],"An":[33],"optimized":[34],"Apriori":[35],"used":[38],"analyze":[40],"relationship":[42],"between":[43],"academic":[47],"performance.":[48],"This":[49,63],"effectively":[51],"provides":[52],"management":[53,61],"managers,":[58],"improves":[60],"efficiency.":[62],"should":[64],"improve":[65],"process":[67],"intelligent":[69],"management.":[70]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}