{"id":"https://openalex.org/W4413316632","doi":"https://doi.org/10.5750/ijme.v167ia2(s).1628","title":"Student Evaluation Based on Association Rule Reinforcement Learning for Teaching Quality Assurance","display_name":"Student Evaluation Based on Association Rule Reinforcement Learning for Teaching Quality Assurance","publication_year":2025,"publication_date":"2025-08-19","ids":{"openalex":"https://openalex.org/W4413316632","doi":"https://doi.org/10.5750/ijme.v167ia2(s).1628"},"language":"en","primary_location":{"id":"doi:10.5750/ijme.v167ia2(s).1628","doi":"https://doi.org/10.5750/ijme.v167ia2(s).1628","is_oa":false,"landing_page_url":"https://doi.org/10.5750/ijme.v167ia2(s).1628","pdf_url":null,"source":{"id":"https://openalex.org/S149792558","display_name":"The International Journal of Maritime Engineering","issn_l":"1479-8751","issn":["1479-8751","1740-0716","1740-2700"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1"],"host_organization":"https://openalex.org/I4210112429","host_organization_name":"Royal Institution of Naval Architects","host_organization_lineage":["https://openalex.org/I4210112429"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Maritime Engineering","raw_type":"journal-article"},"volume":null,"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":null,"display_name":"Chaonan Xu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chaonan Xu","raw_affiliation_strings":["Shandong Vocational Animal Science and Veterinary College, Weifang, 261041, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Vocational Animal Science and Veterinary College, Weifang, 261041, Shandong, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lin Xu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405280917","display_name":"Weifang Vocational College","ror":"https://ror.org/03kshs044","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405280917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Xu","raw_affiliation_strings":["Weifang Vocational College, Weifang 262737, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Weifang Vocational College, Weifang 262737, Shandong, China","institution_ids":["https://openalex.org/I4405280917"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102845956","display_name":"Wenbo Ma","orcid":"https://orcid.org/0000-0002-3188-1811","observed_orcids":["https://orcid.org/0000-0002-3188-1811"]},"institutions":[{"id":"https://openalex.org/I4210127530","display_name":"Jining University","ror":"https://ror.org/037rvh518","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210127530"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Ma","raw_affiliation_strings":["College of Teacher Education, Jining University, Qufu 273155, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Teacher Education, Jining University, Qufu 273155, Shandong, China","institution_ids":["https://openalex.org/I4210127530"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9757,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81172592,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":"167","issue":"A2(S)","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9160000085830688,"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":0.9160000085830688,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.07999999821186066,"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/T11039","display_name":"Evaluation of Teaching Practices","score":0.0017999999690800905,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/student-assessment","display_name":"student assessment","score":0.8920000195503235},{"id":"https://openalex.org/keywords/association-rule-mining","display_name":"association rule mining","score":0.843999981880188},{"id":"https://openalex.org/keywords/teaching-quality-assurance","display_name":"teaching quality assurance","score":0.8790000081062317},{"id":"https://openalex.org/keywords/blended-learning","display_name":"blended learning","score":0.8299999833106995},{"id":"https://openalex.org/keywords/student-performance-analysis","display_name":"student performance analysis","score":0.6460000276565552},{"id":"https://openalex.org/keywords/course-design","display_name":"course design","score":0.6779999732971191},{"id":"https://openalex.org/keywords/student-engagement","display_name":"student engagement","score":0.9890000224113464},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"educational data mining","score":0.6909999847412109},{"id":"https://openalex.org/keywords/teaching-in-higher-education","display_name":"university teaching","score":0.4909999966621399}],"concepts":[{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.7617608308792114},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.6292530298233032},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.5311483144760132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5305358171463013},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.5241539478302002},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5152883529663086},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.42384201288223267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3281029462814331},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.29706233739852905},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17636772990226746},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.14317050576210022},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.06927046179771423},{"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},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C2778618615","wikidata":"https://www.wikidata.org/wiki/Q4008393","display_name":"External quality assessment","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5750/ijme.v167ia2(s).1628","doi":"https://doi.org/10.5750/ijme.v167ia2(s).1628","is_oa":false,"landing_page_url":"https://doi.org/10.5750/ijme.v167ia2(s).1628","pdf_url":null,"source":{"id":"https://openalex.org/S149792558","display_name":"The International Journal of Maritime Engineering","issn_l":"1479-8751","issn":["1479-8751","1740-0716","1740-2700"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1"],"host_organization":"https://openalex.org/I4210112429","host_organization_name":"Royal Institution of Naval Architects","host_organization_lineage":["https://openalex.org/I4210112429"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Maritime Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":1.0,"display_name":"Quality education"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856","https://openalex.org/W2145821588","https://openalex.org/W2086122291","https://openalex.org/W2392697706"],"abstract_inverted_index":{"Optimizing":[0],"university":[1],"Teaching":[2,85],"quality":[3,196],"teaching":[4,129],"student":[5,20,54,95,132,177],"evaluation":[6,96],"through":[7],"association":[8,26,138],"rule":[9,27],"mining":[10,28,109],"leverages":[11],"data-driven":[12],"insights":[13,121,168],"to":[14,48,52,66,125,191],"enhance":[15],"instructional":[16,151],"effectiveness.":[17],"By":[18],"analyzing":[19],"interactions,":[21],"performance,":[22],"and":[23,41,56,70,90,131,153,163,180,198],"engagement":[24,55],"patterns,":[25],"identifies":[29],"key":[30,154],"relationships":[31,148],"among":[32],"course":[33,50,172],"components,":[34],"such":[35,157],"as":[36,158],"content":[37],"type,":[38],"activity":[39],"sequence,":[40],"learning":[42,61,73,99],"outcomes.":[43,133],"This":[44,75],"approach":[45,110],"enables":[46],"educators":[47],"tailor":[49],"structures":[51],"improve":[53],"comprehension,":[57,179],"ensuring":[58],"that":[59],"blended":[60,98],"elements":[62,152],"are":[63,169,189],"effectively":[64],"aligned":[65],"maximize":[67],"educational":[68,123],"impact":[69],"address":[71],"diverse":[72],"needs.":[74],"paper":[76,144],"presents":[77],"an":[78],"exploration":[79],"of":[80,114,137],"the":[81,107,112,135,143,146,183],"Query":[82],"Swarm":[83],"Blended":[84],"Association":[86],"Rule":[87],"(QSBTAR)":[88],"algorithm":[89,184],"its":[91,192],"application":[92],"in":[93,101,176],"optimizing":[94],"with":[97,106],"environments":[100],"China.":[102],"The":[103,117],"proposed":[104],"model":[105],"data":[108,124,195],"for":[111],"examination":[113],"Student":[115],"performance.":[116,165],"QSBTAR":[118],"extracts":[119],"valuable":[120],"from":[122],"establish":[126],"associations":[127],"between":[128,149],"components":[130],"Through":[134],"analysis":[136],"rules":[139],"generated":[140],"by":[141],"QSBTAR,":[142],"elucidates":[145],"intricate":[147],"various":[150],"performance":[155],"metrics":[156],"quiz":[159],"scores,":[160],"participation":[161],"rates,":[162],"exam":[164],"Subsequently,":[166],"these":[167],"integrated":[170],"into":[171],"design,":[173],"facilitating":[174],"improvements":[175],"engagement,":[178],"satisfaction.":[181],"While":[182],"showcases":[185],"promising":[186],"results,":[187],"considerations":[188],"given":[190],"limitations,":[193],"including":[194],"constraints":[197],"interpretability":[199],"challenges.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2025-10-10T00:00:00"}