{"id":"https://openalex.org/W2755902421","doi":"https://doi.org/10.1109/embc.2017.8037536","title":"Predicting learning dynamics in Multiple-Choice Decision-Making Tasks using a variational Bayes technique","display_name":"Predicting learning dynamics in Multiple-Choice Decision-Making Tasks using a variational Bayes technique","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2755902421","doi":"https://doi.org/10.1109/embc.2017.8037536","mag":"2755902421","pmid":"https://pubmed.ncbi.nlm.nih.gov/29060577"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8037536","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037536","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101909915","display_name":"Ali Yousefi","orcid":"https://orcid.org/0000-0002-2405-9934"},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Yousefi","raw_affiliation_strings":["Department of Mathematics, Statistics of Boston University, Boston, MA","Harvard Medical School, Massachusetts General Hospital, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Statistics of Boston University, Boston, MA","institution_ids":["https://openalex.org/I111088046"]},{"raw_affiliation_string":"Harvard Medical School, Massachusetts General Hospital, Boston, MA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088665651","display_name":"Reza Kakooee","orcid":"https://orcid.org/0000-0002-2946-9668"},"institutions":[{"id":"https://openalex.org/I1516879","display_name":"Tarbiat Modares University","ror":"https://ror.org/03mwgfy56","country_code":"IR","type":"education","lineage":["https://openalex.org/I1516879"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Reza Kakooee","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran","institution_ids":["https://openalex.org/I1516879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000649835","display_name":"Mohammad Taghi Hamidi Beheshti","orcid":"https://orcid.org/0000-0001-9863-0673"},"institutions":[{"id":"https://openalex.org/I1516879","display_name":"Tarbiat Modares University","ror":"https://ror.org/03mwgfy56","country_code":"IR","type":"education","lineage":["https://openalex.org/I1516879"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammad TH. Beheshti","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran","institution_ids":["https://openalex.org/I1516879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021515455","display_name":"Darin D. Dougherty","orcid":"https://orcid.org/0000-0003-4691-4353"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Darin D. Dougherty","raw_affiliation_strings":["Harvard Medical School, Massachusetts General Hospital, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harvard Medical School, Massachusetts General Hospital, Boston, MA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047068032","display_name":"Emad N. Eskandar","orcid":"https://orcid.org/0000-0003-4743-2938"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emad N. Eskandar","raw_affiliation_strings":["Harvard Medical School, Massachusetts General Hospital, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harvard Medical School, Massachusetts General Hospital, Boston, MA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004461160","display_name":"Alik S. Widge","orcid":"https://orcid.org/0000-0001-8510-341X"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alik S. Widge","raw_affiliation_strings":["Harvard Medical School, Massachusetts General Hospital, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harvard Medical School, Massachusetts General Hospital, Boston, MA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004106989","display_name":"Uri T. Eden","orcid":"https://orcid.org/0000-0002-2058-3691"},"institutions":[{"id":"https://openalex.org/I111088046","display_name":"Boston University","ror":"https://ror.org/05qwgg493","country_code":"US","type":"education","lineage":["https://openalex.org/I111088046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Uri T. Eden","raw_affiliation_strings":["Department of Mathematics, Statistics of Boston University, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Statistics of Boston University, Boston, MA","institution_ids":["https://openalex.org/I111088046"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4131,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.72719396,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2017","issue":null,"first_page":"3194","last_page":"3197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","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"}},{"id":"https://openalex.org/T11236","display_name":"Control Systems and Identification","score":0.9728000164031982,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9663000106811523,"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/machine-learning","display_name":"Machine learning","score":0.702074408531189},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6754050850868225},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.661725640296936},{"id":"https://openalex.org/keywords/multinomial-distribution","display_name":"Multinomial distribution","score":0.6214643716812134},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5881429314613342},{"id":"https://openalex.org/keywords/bayes-theorem","display_name":"Bayes' theorem","score":0.5834017992019653},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.42407655715942383},{"id":"https://openalex.org/keywords/latent-variable","display_name":"Latent variable","score":0.41413113474845886},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.26721054315567017},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17631396651268005},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.12640556693077087},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.11875316500663757}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.702074408531189},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6754050850868225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.661725640296936},{"id":"https://openalex.org/C192065140","wikidata":"https://www.wikidata.org/wiki/Q1147928","display_name":"Multinomial distribution","level":2,"score":0.6214643716812134},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5881429314613342},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.5834017992019653},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.42407655715942383},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.41413113474845886},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.26721054315567017},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17631396651268005},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.12640556693077087},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.11875316500663757},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002755","descriptor_name":"Choice Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002755","descriptor_name":"Choice Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002755","descriptor_name":"Choice Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2017.8037536","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037536","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29060577","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29060577","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W88520345","https://openalex.org/W1984268382","https://openalex.org/W2002374079","https://openalex.org/W2109843705","https://openalex.org/W2144893022","https://openalex.org/W2294761579","https://openalex.org/W3148106702","https://openalex.org/W4232464081"],"related_works":["https://openalex.org/W2955220190","https://openalex.org/W2052791731","https://openalex.org/W4320168697","https://openalex.org/W2117588607","https://openalex.org/W2305090462","https://openalex.org/W2073599813","https://openalex.org/W1976212024","https://openalex.org/W2031146169","https://openalex.org/W2055203911","https://openalex.org/W2058461761"],"abstract_inverted_index":{"Multiple-Choice":[0,120],"Decision-Making":[1],"Tasks":[2],"are":[3,28,77],"widely":[4],"used":[5],"to":[6,65,72,96,109],"analyze":[7],"behavior":[8],"and":[9,18,30,91],"infer":[10],"underlying":[11],"cognitive":[12,68],"states":[13],"that":[14],"shape":[15],"the":[16,98],"decision":[17,110],"learning":[19,37,69,102],"processes.":[20],"The":[21,84,105],"behavioral":[22,49],"signals":[23],"recorded":[24,113],"in":[25],"these":[26],"tasks":[27],"dynamic":[29],"often":[31],"non-Gaussian":[32],"-":[33],"for":[34,47],"instance,":[35],"when":[36],"a":[38,61,67,81,88,92,101,119],"multiple":[39,73],"choice":[40,74],"association":[41],"task.":[42],"Previously":[43],"developed":[44],"estimation":[45],"algorithms":[46],"latent":[48],"variables":[50],"do":[51],"not":[52],"address":[53],"multiple-choice":[54],"responses.":[55],"In":[56],"this":[57],"research,":[58],"we":[59],"use":[60],"state-space":[62],"modeling":[63],"framework":[64],"predict":[66],"state":[70,103],"related":[71],"decisions,":[75],"which":[76],"best":[78],"described":[79],"by":[80],"multinomial":[82,89],"distribution.":[83],"proposed":[85],"algorithm":[86,106],"combines":[87],"filter/smoother":[90],"variational":[93],"Bayes":[94],"technique":[95],"estimate":[97],"dynamics":[99],"of":[100],"vector.":[104],"is":[107],"applied":[108],"response":[111],"data":[112],"from":[114],"non-human":[115],"primates":[116],"(NHPs)":[117],"performing":[118],"Decision":[121],"Task.":[122]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
