{"id":"https://openalex.org/W2081970686","doi":"https://doi.org/10.1109/isbi.2014.6867800","title":"The effect of temporal observation selection on the prediction of visual stimulus from block design functional MRI","display_name":"The effect of temporal observation selection on the prediction of visual stimulus from block design functional MRI","publication_year":2014,"publication_date":"2014-04-01","ids":{"openalex":"https://openalex.org/W2081970686","doi":"https://doi.org/10.1109/isbi.2014.6867800","mag":"2081970686"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2014.6867800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2014.6867800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI)","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/A5012771982","display_name":"Jeiran Choupan","orcid":"https://orcid.org/0000-0002-4760-7796"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210146297","display_name":"ARC Centre of Excellence in Advanced Molecular Imaging","ror":"https://ror.org/051e7s436","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1337719021","https://openalex.org/I2801453606","https://openalex.org/I4210132349","https://openalex.org/I4210146297","https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Jeiran Choupan","raw_affiliation_strings":["Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I4210146297","https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110237168","display_name":"Yaniv Gal","orcid":null},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yaniv Gal","raw_affiliation_strings":["School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003712567","display_name":"David C. Reutens","orcid":"https://orcid.org/0000-0002-1652-9369"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210146297","display_name":"ARC Centre of Excellence in Advanced Molecular Imaging","ror":"https://ror.org/051e7s436","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1337719021","https://openalex.org/I2801453606","https://openalex.org/I4210132349","https://openalex.org/I4210146297","https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David C. Reutens","raw_affiliation_strings":["Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I4210146297","https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019383391","display_name":"Zhengyi Yang","orcid":"https://orcid.org/0000-0003-1772-6863"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I4210146297","display_name":"ARC Centre of Excellence in Advanced Molecular Imaging","ror":"https://ror.org/051e7s436","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1337719021","https://openalex.org/I2801453606","https://openalex.org/I4210132349","https://openalex.org/I4210146297","https://openalex.org/I56590836"]},{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zhengyi Yang","raw_affiliation_strings":["School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Australia","Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911","https://openalex.org/I165143802"]},{"raw_affiliation_string":"Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I4210146297","https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012771982"],"corresponding_institution_ids":["https://openalex.org/I165143802","https://openalex.org/I4210146297"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.12423503,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"25","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11094","display_name":"Face Recognition and Perception","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11094","display_name":"Face Recognition and Perception","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.7803499698638916},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.7343820929527283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7313429117202759},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.721714437007904},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6973018050193787},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5555016398429871},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.505626916885376},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4848240613937378},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.4490252435207367},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3243102431297302},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08960568904876709},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08318355679512024}],"concepts":[{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.7803499698638916},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.7343820929527283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7313429117202759},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.721714437007904},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6973018050193787},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5555016398429871},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.505626916885376},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4848240613937378},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4490252435207367},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3243102431297302},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08960568904876709},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08318355679512024}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi.2014.6867800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2014.6867800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace.library.uq.edu.au:UQ:360283","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W97774586","https://openalex.org/W273955616","https://openalex.org/W1969959732","https://openalex.org/W2006047855","https://openalex.org/W2041339270","https://openalex.org/W2041853331","https://openalex.org/W2043314251","https://openalex.org/W2050717100","https://openalex.org/W2089632738","https://openalex.org/W2100164583","https://openalex.org/W2106664807","https://openalex.org/W2118585731","https://openalex.org/W2132918559","https://openalex.org/W2139376466","https://openalex.org/W2143360274","https://openalex.org/W2158485497","https://openalex.org/W2911964244","https://openalex.org/W4250725391","https://openalex.org/W6610017368"],"related_works":["https://openalex.org/W3027020613","https://openalex.org/W2016533837","https://openalex.org/W3167885074","https://openalex.org/W4296209631","https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W1517228774","https://openalex.org/W2767419625","https://openalex.org/W2389704471","https://openalex.org/W2117019857"],"abstract_inverted_index":{"Multi-voxel":[0],"pattern":[1],"analysis":[2],"is":[3,27,89],"an":[4],"approach":[5],"to":[6,19,33,168],"investigating":[7],"brain":[8,38],"activity":[9],"measured":[10],"by":[11,49,66],"functional":[12],"Magnetic":[13],"Resonance":[14],"Imaging":[15],"(fMRI)":[16],"in":[17,57,69,80],"response":[18],"given":[20],"stimuli.":[21],"The":[22],"signal":[23],"acquired":[24],"using":[25,109,123,143],"fMRI":[26,95,113,137,176],"spatiotemporal,":[28],"and":[29,127,165],"can":[30,63],"be":[31,64],"used":[32],"predict":[34],"the":[35,45,55,98,106,117,159],"stimuli":[36,174],"causing":[37],"activation.":[39],"Existing":[40],"prediction":[41,118,171],"methods":[42],"suffer":[43],"from":[44,175],"`curse":[46],"of":[47,54,94,108,112,120,161,172],"dimensionality'":[48],"embedding":[50],"all":[51],"time":[52,114,146,152],"points":[53,115,147],"experiment":[56],"feature":[58,67,78],"space.":[59],"Although":[60],"this":[61,102],"problem":[62],"alleviated":[65],"selection":[68,79],"spatial":[70,166],"domain":[71,82],"so":[72],"that":[73,141],"informative":[74],"voxels":[75],"are":[76],"selected,":[77],"temporal":[81,164],"has":[83],"not":[84],"been":[85],"attempted.":[86],"Henceforth,":[87],"it":[88],"unclear":[90],"which":[91],"spatiotemporal":[92],"combination":[93],"data":[96],"gives":[97],"best":[99],"prediction.":[100],"In":[101],"study,":[103],"we":[104,139],"investigate":[105],"effect":[107],"different":[110],"combinations":[111],"on":[116],"accuracy":[119],"visual":[121,173],"stimuli,":[122],"support":[124],"vector":[125],"machine":[126],"random":[128],"forest":[129],"as":[130],"classification":[131,142],"methods.":[132],"Using":[133],"a":[134,150],"publicly":[135],"available":[136],"dataset,":[138],"demonstrate":[140],"multiple":[144],"concatenated":[145],"significantly":[148],"outperforms":[149],"single":[151],"point":[153],"based":[154],"classification.":[155],"Our":[156],"results":[157],"highlight":[158],"necessity":[160],"considering":[162],"both":[163],"patterns":[167],"achieve":[169],"better":[170],"data.":[177]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
