{"id":"https://openalex.org/W3081008922","doi":"https://doi.org/10.1145/3394486.3406471","title":"Recent Advances in Multimodal Educational Data Mining in K-12 Education","display_name":"Recent Advances in Multimodal Educational Data Mining in K-12 Education","publication_year":2020,"publication_date":"2020-08-20","ids":{"openalex":"https://openalex.org/W3081008922","doi":"https://doi.org/10.1145/3394486.3406471","mag":"3081008922"},"language":"en","primary_location":{"id":"doi:10.1145/3394486.3406471","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3394486.3406471","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/10131577/1/Multi-Task%20Learning%20based%20Online%20Dialogic%20Instruction%20Detection%20with%20Pre-trained%20Language%20Models.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014957271","display_name":"Zitao Liu","orcid":"https://orcid.org/0000-0003-0491-307X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zitao Liu","raw_affiliation_strings":["TAL Education Group, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TAL Education Group, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101085314","display_name":"Songfan Yang","orcid":"https://orcid.org/0000-0002-3560-3624"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Songfan Yang","raw_affiliation_strings":["TAL Education Group, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TAL Education Group, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040639891","display_name":"Jiliang Tang","orcid":"https://orcid.org/0000-0001-7125-3898"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiliang Tang","raw_affiliation_strings":["Michigan State University, East Lansing, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Michigan State University, East Lansing, MI, USA","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078998782","display_name":"Neil T. Heffernan","orcid":"https://orcid.org/0000-0002-3280-288X"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neil Heffernan","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA, USA","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112420897","display_name":"Rose Luckin","orcid":null},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rose Luckin","raw_affiliation_strings":["University College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College London, London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3549","last_page":"3550"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9962999820709229,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9962999820709229,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9925000071525574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6592789888381958},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.5390770435333252},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.49397093057632446}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6592789888381958},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.5390770435333252},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.49397093057632446}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3394486.3406471","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3394486.3406471","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10131577","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10131577/","pdf_url":"https://discovery.ucl.ac.uk/10131577/1/Multi-Task%20Learning%20based%20Online%20Dialogic%20Instruction%20Detection%20with%20Pre-trained%20Language%20Models.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining.  (pp. pp. 3549-3550).  ACM (2020)     ","raw_type":"Proceedings paper"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10131577","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10131577/","pdf_url":"https://discovery.ucl.ac.uk/10131577/1/Multi-Task%20Learning%20based%20Online%20Dialogic%20Instruction%20Detection%20with%20Pre-trained%20Language%20Models.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining.  (pp. pp. 3549-3550).  ACM (2020)     ","raw_type":"Proceedings paper"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.800000011920929}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3081008922.pdf"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W650350307","https://openalex.org/W1573040851","https://openalex.org/W2183293350","https://openalex.org/W2578001715","https://openalex.org/W2605898966","https://openalex.org/W2913933519","https://openalex.org/W2917142152","https://openalex.org/W2949636940","https://openalex.org/W2953008521","https://openalex.org/W3015326490","https://openalex.org/W3043869244","https://openalex.org/W6686207219"],"related_works":["https://openalex.org/W2273954377","https://openalex.org/W2136866411","https://openalex.org/W1996408511","https://openalex.org/W4210461813","https://openalex.org/W1474740690","https://openalex.org/W3192191800","https://openalex.org/W3126338254","https://openalex.org/W3061763893","https://openalex.org/W2521491036","https://openalex.org/W4312289002"],"abstract_inverted_index":{"Recently":[0],"we":[1],"have":[2],"seen":[3],"a":[4,28],"rapid":[5],"rise":[6],"in":[7,27,50,52,65],"the":[8,15,76],"amount":[9,21],"of":[10,17,22,31,75],"education":[11,23,53],"data":[12,24,42],"available":[13],"through":[14],"digitization":[16],"education.":[18],"This":[19,55],"huge":[20],"usually":[25],"exhibits":[26],"mixture":[29],"form":[30],"images,":[32],"videos,":[33],"speech,":[34],"texts,":[35],"etc.":[36,96],"It":[37],"is":[38],"crucial":[39],"to":[40,46,72],"consider":[41],"from":[43],"different":[44],"modalities":[45],"build":[47],"successful":[48],"applications":[49],"AI":[51,58],"(AIED).":[54],"tutorial":[56],"targets":[57],"researchers":[59],"and":[60],"practitioners":[61],"who":[62],"are":[63],"interested":[64],"applying":[66],"state-of-the-art":[67],"multimodal":[68],"machine":[69],"learning":[70],"techniques":[71],"tackle":[73],"some":[74],"hard-core":[77],"AIED":[78],"tasks.":[79],"These":[80],"include":[81],"tasks":[82],"such":[83],"as":[84],"automatic":[85],"short":[86],"answer":[87],"grading,":[88],"student":[89],"assessment,":[90],"class":[91],"quality":[92],"assurance,":[93],"knowledge":[94],"tracing,":[95]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
