{"id":"https://openalex.org/W2972761328","doi":"https://doi.org/10.1007/978-3-030-29736-7_34","title":"Modelling Learners\u2019 Behaviour: A Novel Approach Using GARCH with Multimodal Data","display_name":"Modelling Learners\u2019 Behaviour: A Novel Approach Using GARCH with Multimodal Data","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2972761328","doi":"https://doi.org/10.1007/978-3-030-29736-7_34","mag":"2972761328"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-29736-7_34","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-29736-7_34","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5000491132","display_name":"Kshitij Sharma","orcid":"https://orcid.org/0000-0003-3364-637X"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Kshitij Sharma","raw_affiliation_strings":["Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082727974","display_name":"Zacharoula Papamitsiou","orcid":"https://orcid.org/0000-0002-0982-3623"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Zacharoula Papamitsiou","raw_affiliation_strings":["Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029977269","display_name":"Michail N. Giannakos","orcid":"https://orcid.org/0000-0002-8016-6208"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Michail N. Giannakos","raw_affiliation_strings":["Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5000491132"],"corresponding_institution_ids":["https://openalex.org/I204778367"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.205,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.90476744,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"450","last_page":"465"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9937999844551086,"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/T10320","display_name":"Neural Networks and Applications","score":0.9937999844551086,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9900000095367432,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9761999845504761,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/autoregressive-conditional-heteroskedasticity","display_name":"Autoregressive conditional heteroskedasticity","score":0.8454151153564453},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7555069923400879},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.6240825653076172},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.6104448437690735},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4667496979236603},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37407898902893066},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3710794448852539},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3626940846443176},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3380987048149109},{"id":"https://openalex.org/keywords/volatility","display_name":"Volatility (finance)","score":0.2022889256477356},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11777374148368835}],"concepts":[{"id":"https://openalex.org/C23922673","wikidata":"https://www.wikidata.org/wiki/Q180752","display_name":"Autoregressive conditional heteroskedasticity","level":3,"score":0.8454151153564453},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7555069923400879},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.6240825653076172},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.6104448437690735},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4667496979236603},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37407898902893066},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3710794448852539},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3626940846443176},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3380987048149109},{"id":"https://openalex.org/C91602232","wikidata":"https://www.wikidata.org/wiki/Q756115","display_name":"Volatility (finance)","level":2,"score":0.2022889256477356},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11777374148368835}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-29736-7_34","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-29736-7_34","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6700000166893005,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W147290860","https://openalex.org/W1498339595","https://openalex.org/W1553545751","https://openalex.org/W1596714107","https://openalex.org/W1600116137","https://openalex.org/W1604768995","https://openalex.org/W1926879680","https://openalex.org/W1967225649","https://openalex.org/W1979107521","https://openalex.org/W1981119341","https://openalex.org/W1985165919","https://openalex.org/W1987626674","https://openalex.org/W1989956224","https://openalex.org/W1997557906","https://openalex.org/W1999364590","https://openalex.org/W2001011059","https://openalex.org/W2007258384","https://openalex.org/W2012347724","https://openalex.org/W2023133322","https://openalex.org/W2040084725","https://openalex.org/W2060045074","https://openalex.org/W2062776468","https://openalex.org/W2063666090","https://openalex.org/W2066882279","https://openalex.org/W2081244659","https://openalex.org/W2083149404","https://openalex.org/W2084008912","https://openalex.org/W2093230975","https://openalex.org/W2098734551","https://openalex.org/W2101741974","https://openalex.org/W2105093568","https://openalex.org/W2118114225","https://openalex.org/W2122016003","https://openalex.org/W2123536472","https://openalex.org/W2149184771","https://openalex.org/W2153076044","https://openalex.org/W2165908999","https://openalex.org/W2346719315","https://openalex.org/W2520048186","https://openalex.org/W2530083052","https://openalex.org/W2582491534","https://openalex.org/W2585780990","https://openalex.org/W2592759941","https://openalex.org/W2593401995","https://openalex.org/W2594580058","https://openalex.org/W2613245757","https://openalex.org/W2615786590","https://openalex.org/W2695516270","https://openalex.org/W2730186041","https://openalex.org/W2807538641","https://openalex.org/W2884699152","https://openalex.org/W2905901127","https://openalex.org/W2921276910","https://openalex.org/W2998879473","https://openalex.org/W3082311223"],"related_works":["https://openalex.org/W2364370872","https://openalex.org/W2025614924","https://openalex.org/W2294335174","https://openalex.org/W2097963413","https://openalex.org/W1591475660","https://openalex.org/W2053269318","https://openalex.org/W2546021431","https://openalex.org/W2581127593","https://openalex.org/W2349019353","https://openalex.org/W2154965898"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
