{"id":"https://openalex.org/W7165540068","doi":"https://doi.org/10.3103/s0146411626700124","title":"Analysis Model of Students Learning Behavior Based on Extreme Random Forest Classification Algorithm","display_name":"Analysis Model of Students Learning Behavior Based on Extreme Random Forest Classification Algorithm","publication_year":2026,"publication_date":"2026-02-01","ids":{"openalex":"https://openalex.org/W7165540068","doi":"https://doi.org/10.3103/s0146411626700124"},"language":"en","primary_location":{"id":"doi:10.3103/s0146411626700124","is_oa":false,"landing_page_url":"https://doi.org/10.3103/s0146411626700124","pdf_url":null,"source":{"id":"https://openalex.org/S17203304","display_name":"Automatic Control and Computer Sciences","issn_l":"0146-4116","issn":["0146-4116","1558-108X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automatic Control and Computer Sciences","raw_type":"journal-article"},"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":"https://openalex.org/A5139118708","display_name":"Yan Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I161222507","display_name":"Open University of China","ror":"https://ror.org/02maxav80","country_code":"CN","type":"education","lineage":["https://openalex.org/I161222507"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Yang","raw_affiliation_strings":["School of Management, The Open University of Shaanxi, 710119, Xi\u2019an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management, The Open University of Shaanxi, 710119, Xi\u2019an, China","institution_ids":["https://openalex.org/I161222507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130554145","display_name":"Yi Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I161222507","display_name":"Open University of China","ror":"https://ror.org/02maxav80","country_code":"CN","type":"education","lineage":["https://openalex.org/I161222507"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Qu","raw_affiliation_strings":["School of Tourism and Hospitality, The Open University of Shaanxi, 710119, Xi\u2019an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Tourism and Hospitality, The Open University of Shaanxi, 710119, Xi\u2019an, China","institution_ids":["https://openalex.org/I161222507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5139118708"],"corresponding_institution_ids":["https://openalex.org/I161222507"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79154348,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"60","issue":"1","first_page":"120","last_page":"131"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13027","display_name":"Applied Advanced Technologies","score":0.0957999974489212,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13027","display_name":"Applied Advanced Technologies","score":0.0957999974489212,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.07859999686479568,"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/T13647","display_name":"AI and Big Data Applications","score":0.06610000133514404,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/random-forest","display_name":"Random forest","score":0.7675999999046326},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7017999887466431},{"id":"https://openalex.org/keywords/randomness","display_name":"Randomness","score":0.6617000102996826},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5667999982833862},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.51419997215271},{"id":"https://openalex.org/keywords/constant-false-alarm-rate","display_name":"Constant false alarm rate","score":0.41110000014305115},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.3937999904155731},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.38589999079704285}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7896999716758728},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7675999999046326},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7017999887466431},{"id":"https://openalex.org/C125112378","wikidata":"https://www.wikidata.org/wiki/Q176640","display_name":"Randomness","level":2,"score":0.6617000102996826},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5667999982833862},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5489000082015991},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.51419997215271},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4887000024318695},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48330000042915344},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.41110000014305115},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.3937999904155731},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.38589999079704285},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.3677000105381012},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3628999888896942},{"id":"https://openalex.org/C52003472","wikidata":"https://www.wikidata.org/wiki/Q1022655","display_name":"C4.5 algorithm","level":4,"score":0.3617999851703644},{"id":"https://openalex.org/C2776352007","wikidata":"https://www.wikidata.org/wiki/Q181588","display_name":"Informatization","level":2,"score":0.33399999141693115},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.3165999948978424},{"id":"https://openalex.org/C40969351","wikidata":"https://www.wikidata.org/wiki/Q3516228","display_name":"Word error rate","level":2,"score":0.31150001287460327},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29919999837875366},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.2847000062465668},{"id":"https://openalex.org/C34872919","wikidata":"https://www.wikidata.org/wiki/Q7092302","display_name":"One-class classification","level":3,"score":0.2791999876499176},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3103/s0146411626700124","is_oa":false,"landing_page_url":"https://doi.org/10.3103/s0146411626700124","pdf_url":null,"source":{"id":"https://openalex.org/S17203304","display_name":"Automatic Control and Computer Sciences","issn_l":"0146-4116","issn":["0146-4116","1558-108X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automatic Control and Computer Sciences","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5561425089836121,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2994167784","https://openalex.org/W2998565858","https://openalex.org/W3023093567","https://openalex.org/W3112973209","https://openalex.org/W3134961367","https://openalex.org/W3161610308","https://openalex.org/W3175138361","https://openalex.org/W3189586539","https://openalex.org/W3206624879","https://openalex.org/W3206715694","https://openalex.org/W3210343829","https://openalex.org/W3211744550","https://openalex.org/W4200095481","https://openalex.org/W4213301225","https://openalex.org/W4225126636","https://openalex.org/W4390675163"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,9,14,36,43,56,59,72,75,81,86,95,103,107,114,117,126,132,138,154,158,163,191,194,208,224,231],"continuous":[3],"development":[4,233],"of":[5,16,97,106,116,149,153,181,189,193,226,234],"information":[6],"technology,":[7],"under":[8],"existing":[10],"teaching":[11],"environment":[12],"and":[13,137,162,174,201,229,236],"degree":[15],"informationization,":[17],"relying":[18],"only":[19],"on":[20,52],"teachers":[21],"to":[22,25,33,93,218],"pay":[23],"attention":[24],"each":[26],"student\u2019s":[27],"learning":[28],"situation":[29],"is":[30,63,91],"not":[31],"able":[32],"accurately":[34],"analyze":[35],"students'":[37],"status.":[38],"To":[39],"solve":[40],"this":[41],"issue,":[42],"study":[44],"suggests":[45],"a":[46,66,145,177,185,214],"hierarchical":[47],"multilabel":[48,118],"classification":[49,69,89,99,119,168],"technique":[50],"based":[51],"clustering":[53,61,83],"relationships.":[54],"Using":[55],"integration":[57],"principle,":[58],"clustered":[60,79,122],"tree":[62],"built":[64],"as":[65],"random":[67,87,155,166],"forest":[68,88,156,167],"model":[70,90,212],"after":[71],"labels":[73],"in":[74],"sample":[76],"set":[77,147,179,187],"are":[78],"using":[80],"K-mean":[82],"method.":[84],"Moreover,":[85],"improved":[92,210],"address":[94],"problem":[96],"reduced":[98],"effect":[100],"caused":[101],"by":[102],"increased":[104],"randomness":[105],"decision":[108],"tree.":[109],"The":[110,151,204],"outcomes":[111,205],"indicated":[112],"that":[113,207],"accuracy":[115,152,192],"algorithm":[120,169,196],"with":[121],"relationships":[123],"was":[124,130,135,142,198],"95.6%,":[125],"false":[127],"alarm":[128],"rate":[129],"2.3%,":[131],"F1":[133],"value":[134,141],"0.97,":[136],"root-mean-square":[139],"error":[140],"0.12":[143],"at":[144,176],"training":[146,178],"size":[148,180,188],"800.":[150],"algorithm,":[157,161],"K-nearest":[159],"neighbor":[160],"adaptive":[164],"extreme":[165],"models":[170,197],"were":[171],"0.49,":[172],"0.61,":[173],"0.75":[175],"1000,":[182],"respectively.":[183,203],"At":[184],"validation":[186],"500,":[190],"three":[195],"0.41,":[199],"0.47,":[200],"0.64,":[202],"demonstrated":[206],"proposed":[209],"algorithmic":[211],"has":[213],"better":[215],"performance":[216],"compared":[217],"other":[219],"methods,":[220],"which":[221],"can":[222],"improve":[223],"level":[225],"education":[227,235],"informatization":[228],"promote":[230],"intelligent":[232],"teaching.":[237]},"counts_by_year":[],"updated_date":"2026-06-24T06:17:17.354583","created_date":"2026-06-23T00:00:00"}