{"id":"https://openalex.org/W4361767562","doi":"https://doi.org/10.1504/ijdmb.2022.10055124","title":"Data mining method for monitoring students' distance learning behavior based on decision tree","display_name":"Data mining method for monitoring students' distance learning behavior based on decision tree","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4361767562","doi":"https://doi.org/10.1504/ijdmb.2022.10055124"},"language":"en","primary_location":{"id":"doi:10.1504/ijdmb.2022.10055124","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijdmb.2022.10055124","pdf_url":null,"source":{"id":"https://openalex.org/S35771696","display_name":"International Journal of Data Mining and Bioinformatics","issn_l":"1748-5673","issn":["1748-5673","1748-5681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Mining and Bioinformatics","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/A5027805530","display_name":"Andi Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I62800249","display_name":"Xingtai University","ror":"https://ror.org/05c1r5z64","country_code":"CN","type":"education","lineage":["https://openalex.org/I62800249"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Andi Gao","raw_affiliation_strings":["Information Engineering Department, Hebei Institute of Mechanical and Electrical Technology, Xingtai, Hebei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Engineering Department, Hebei Institute of Mechanical and Electrical Technology, Xingtai, Hebei, China","institution_ids":["https://openalex.org/I62800249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100695928","display_name":"Wenjing Ma","orcid":"https://orcid.org/0000-0002-1795-4498"},"institutions":[{"id":"https://openalex.org/I62800249","display_name":"Xingtai University","ror":"https://ror.org/05c1r5z64","country_code":"CN","type":"education","lineage":["https://openalex.org/I62800249"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjing Ma","raw_affiliation_strings":["Information Engineering Department, Hebei Institute of Mechanical and Electrical Technology, Xingtai, Hebei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Engineering Department, Hebei Institute of Mechanical and Electrical Technology, Xingtai, Hebei, China","institution_ids":["https://openalex.org/I62800249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071236936","display_name":"Ketong Liu","orcid":"https://orcid.org/0000-0003-3020-7275"},"institutions":[{"id":"https://openalex.org/I4210164386","display_name":"Hebei Science and Technology Department","ror":"https://ror.org/05k812a28","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210164386"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ketong Liu","raw_affiliation_strings":["Centre for Modern Educational Technology, Hebei Institute of Mechanical and Electrical Technology, Xingtai, Hebei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Modern Educational Technology, Hebei Institute of Mechanical and Electrical Technology, Xingtai, Hebei, China","institution_ids":["https://openalex.org/I4210164386"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20815234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":"1","first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13535","display_name":"Wireless Sensor Networks and IoT","score":0.652999997138977,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13535","display_name":"Wireless Sensor Networks and IoT","score":0.652999997138977,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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":0.57669997215271,"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/T14025","display_name":"Educational Technology and Assessment","score":0.5623999834060669,"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/decision-tree","display_name":"Decision tree","score":0.8273777961730957},{"id":"https://openalex.org/keywords/distance-education","display_name":"Distance education","score":0.550883412361145},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.5339295864105225},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5279181003570557},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.519286572933197},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4307440221309662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4139872193336487},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3526843190193176},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22228407859802246},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16515442728996277},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.15165579319000244}],"concepts":[{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.8273777961730957},{"id":"https://openalex.org/C503872463","wikidata":"https://www.wikidata.org/wiki/Q159595","display_name":"Distance education","level":2,"score":0.550883412361145},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.5339295864105225},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5279181003570557},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.519286572933197},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4307440221309662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4139872193336487},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3526843190193176},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22228407859802246},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16515442728996277},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.15165579319000244},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijdmb.2022.10055124","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijdmb.2022.10055124","pdf_url":null,"source":{"id":"https://openalex.org/S35771696","display_name":"International Journal of Data Mining and Bioinformatics","issn_l":"1748-5673","issn":["1748-5673","1748-5681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Mining and Bioinformatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3134840015","https://openalex.org/W2591672004","https://openalex.org/W1982169401","https://openalex.org/W2356463514","https://openalex.org/W3036095178","https://openalex.org/W4319437832","https://openalex.org/W4366979180","https://openalex.org/W4243803609","https://openalex.org/W2030894524","https://openalex.org/W4384470695"],"abstract_inverted_index":{"Because":[0],"the":[1,35,49,56,65,68,81,90,95,120,138],"traditional":[2],"data":[3,19,107,140],"mining":[4,14,20,108,121,124],"methods":[5],"for":[6,22,109],"monitoring":[7,23,110,139],"students'":[8,24,85,111,142],"distance":[9,25,143],"learning":[10,26,87,113,144],"behaviours":[11,27],"have":[12],"low":[13],"accuracy":[15,122],"and":[16,45,123],"recall,":[17],"a":[18,103],"method":[21,60,129],"based":[28],"on":[29],"decision":[30,104],"trees":[31],"is":[32,40,61,77,99],"proposed.":[33],"First,":[34],"collected":[36],"surveillance":[37,69,92],"video":[38],"image":[39],"compressed":[41],"by":[42],"OpenCV":[43],"technology,":[44],"then":[46],"transmitted":[47],"to":[48,63,79,101],"client":[50],"through":[51],"UDP":[52],"transmission":[53],"mode.":[54],"Then,":[55],"frequency":[57],"domain":[58],"enhancement":[59],"used":[62,78,100],"enhance":[64],"processing":[66],"of":[67,84,127,141],"image.":[70,93],"The":[71,115],"attention-based":[72],"hybrid":[73],"encoder":[74],"decoder":[75],"model":[76],"extract":[80],"sequence":[82],"characteristics":[83],"remote":[86,112],"behaviour":[88],"from":[89],"enhanced":[91],"Finally,":[94],"improved":[96],"C4.5":[97],"algorithm":[98],"construct":[102],"tree,":[105],"realise":[106],"behaviour.":[114,145],"experimental":[116],"results":[117],"show":[118],"that":[119],"recall":[125],"rate":[126],"this":[128],"reach":[130],"more":[131],"than":[132],"99%,":[133],"which":[134],"can":[135],"accurately":[136],"mine":[137]},"counts_by_year":[],"updated_date":"2026-01-21T23:30:37.877113","created_date":"2025-10-10T00:00:00"}