{"id":"https://openalex.org/W3031362111","doi":"https://doi.org/10.1145/3396452.3396455","title":"A Learning Ability Evaluation Method Based On Item Response Theory and Machine Learning Method","display_name":"A Learning Ability Evaluation Method Based On Item Response Theory and Machine Learning Method","publication_year":2020,"publication_date":"2020-04-01","ids":{"openalex":"https://openalex.org/W3031362111","doi":"https://doi.org/10.1145/3396452.3396455","mag":"3031362111"},"language":"en","primary_location":{"id":"doi:10.1145/3396452.3396455","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3396452.3396455","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 3rd International Conference on Big Data and Education","raw_type":"proceedings-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/A5030808563","display_name":"Yan Xu","orcid":"https://orcid.org/0000-0002-1387-8459"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Xu","raw_affiliation_strings":["Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101663167","display_name":"Quanlong Li","orcid":"https://orcid.org/0000-0001-7938-9386"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quanlong Li","raw_affiliation_strings":["Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073730033","display_name":"Huirong Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huirong Dong","raw_affiliation_strings":["Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102840975","display_name":"Yuanlong Chen","orcid":"https://orcid.org/0000-0002-5550-5941"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanlong Chen","raw_affiliation_strings":["Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Department of Computer Science and Technology, Harbin, Heilongjiang, China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7649,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78218638,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"55","last_page":"60"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983999729156494,"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":0.9983999729156494,"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/T14025","display_name":"Educational Technology and Assessment","score":0.9911999702453613,"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/computer-science","display_name":"Computer science","score":0.770746111869812},{"id":"https://openalex.org/keywords/online-machine-learning","display_name":"Online machine learning","score":0.7232692241668701},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7183951139450073},{"id":"https://openalex.org/keywords/computational-learning-theory","display_name":"Computational learning theory","score":0.6666319966316223},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.653953492641449},{"id":"https://openalex.org/keywords/instance-based-learning","display_name":"Instance-based learning","score":0.5712670683860779},{"id":"https://openalex.org/keywords/algorithmic-learning-theory","display_name":"Algorithmic learning theory","score":0.5703467726707458},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.49501413106918335},{"id":"https://openalex.org/keywords/item-response-theory","display_name":"Item response theory","score":0.43610674142837524},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11274322867393494}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.770746111869812},{"id":"https://openalex.org/C115903097","wikidata":"https://www.wikidata.org/wiki/Q7094097","display_name":"Online machine learning","level":3,"score":0.7232692241668701},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7183951139450073},{"id":"https://openalex.org/C50292564","wikidata":"https://www.wikidata.org/wiki/Q2462783","display_name":"Computational learning theory","level":3,"score":0.6666319966316223},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.653953492641449},{"id":"https://openalex.org/C24138899","wikidata":"https://www.wikidata.org/wiki/Q17141258","display_name":"Instance-based learning","level":3,"score":0.5712670683860779},{"id":"https://openalex.org/C32254414","wikidata":"https://www.wikidata.org/wiki/Q4724364","display_name":"Algorithmic learning theory","level":3,"score":0.5703467726707458},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.49501413106918335},{"id":"https://openalex.org/C19875794","wikidata":"https://www.wikidata.org/wiki/Q1207340","display_name":"Item response theory","level":3,"score":0.43610674142837524},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11274322867393494},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3396452.3396455","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3396452.3396455","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 3rd International Conference on Big Data and Education","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8500000238418579,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2009985472","https://openalex.org/W2049868504","https://openalex.org/W2106717332","https://openalex.org/W2501031329","https://openalex.org/W2588330427","https://openalex.org/W2791944955","https://openalex.org/W2885231241","https://openalex.org/W2902124558","https://openalex.org/W2959792658"],"related_works":["https://openalex.org/W36398315","https://openalex.org/W4286799911","https://openalex.org/W3176029617","https://openalex.org/W2183087249","https://openalex.org/W2774684800","https://openalex.org/W3031362111","https://openalex.org/W3196155444","https://openalex.org/W4205569898","https://openalex.org/W4234769374","https://openalex.org/W1519008961"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"online":[3],"education":[4,11],"and":[5,27,40],"MOOC":[6],"(Massive":[7],"Open":[8],"Online":[9],"Courses)":[10],"have":[12,82],"arisen.":[13],"This":[14],"paper":[15,59,81],"proposes":[16],"a":[17,51,62],"learner":[18],"ability":[19,48,88],"modeling":[20],"method":[21],"based":[22],"on":[23],"item":[24,33],"response":[25,34],"theory":[26,35],"machine":[28,42,73],"learning":[29,43,47,50,74,87],"method.":[30,90],"We":[31],"use":[32,41],"to":[36,44,64,70],"calculate":[37],"intermediate":[38],"parameters":[39],"predict":[45],"learners'":[46],"after":[49],"new":[52],"course.":[53],"At":[54],"the":[55,65,71,77,86],"same":[56],"time,":[57],"this":[58,80],"also":[60],"presents":[61],"solution":[63],"cold":[66],"start":[67],"problem.":[68],"Compared":[69],"traditional":[72],"prediction":[75,89],"method,":[76],"models":[78],"of":[79],"certain":[83],"advantages":[84],"for":[85]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
