{"id":"https://openalex.org/W4386212557","doi":"https://doi.org/10.1109/siu59756.2023.10223897","title":"Employing Transformer Encoders for Enhanced Functional Connectivity Mapping","display_name":"Employing Transformer Encoders for Enhanced Functional Connectivity Mapping","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4386212557","doi":"https://doi.org/10.1109/siu59756.2023.10223897"},"language":"en","primary_location":{"id":"doi:10.1109/siu59756.2023.10223897","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/siu59756.2023.10223897","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 31st Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5001691634","display_name":"Hasan A. Bedel","orcid":"https://orcid.org/0000-0001-5363-0610"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hasan Atakan Bedel","raw_affiliation_strings":["Elektrik ve Elektronik M&#x00FC;hendisli&#x011F;i B&#x00F6;l&#x00FC;m&#x00FC;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektrik ve Elektronik M&#x00FC;hendisli&#x011F;i B&#x00F6;l&#x00FC;m&#x00FC;","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032375235","display_name":"Tolga \u00c7ukur","orcid":"https://orcid.org/0000-0002-2296-851X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tolga \u00c7ukur","raw_affiliation_strings":["Elektrik ve Elektronik M&#x00FC;hendisli&#x011F;i B&#x00F6;l&#x00FC;m&#x00FC;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektrik ve Elektronik M&#x00FC;hendisli&#x011F;i B&#x00F6;l&#x00FC;m&#x00FC;","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998000264167786,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998000264167786,"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/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.968999981880188,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7641260623931885},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.7207807302474976},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6327368021011353},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6161566376686096},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.5179868936538696},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4592430889606476},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4347350001335144},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39109113812446594},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.22863450646400452},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.19460594654083252}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7641260623931885},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.7207807302474976},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6327368021011353},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6161566376686096},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.5179868936538696},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4592430889606476},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4347350001335144},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39109113812446594},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.22863450646400452},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.19460594654083252},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu59756.2023.10223897","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/siu59756.2023.10223897","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 31st Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2275988210","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W2385621972","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W3095983064"],"abstract_inverted_index":{"Functional":[0],"magnetic":[1],"resonance":[2],"imaging":[3],"(fMRI)":[4],"provides":[5],"a":[6,17,107],"way":[7],"to":[8,33,45,92,114,118,131],"spatially":[9],"and":[10,24,66,85,135],"temporally":[11],"map":[12,115],"brain":[13,61],"activity,":[14],"making":[15],"it":[16,43],"crucial":[18],"tool":[19],"in":[20,78,125],"many":[21],"advanced":[22],"psychology":[23],"neuroscience":[25],"studies.":[26],"A":[27],"variety":[28],"of":[29,73],"techniques":[30],"are":[31,89],"suggested":[32],"analyze":[34],"the":[35,48,60,68,71,101],"four-dimensional":[36],"data":[37],"produced":[38],"by":[39],"fMRI":[40],"scans.":[41],"When":[42],"comes":[44],"classification":[46,127],"tasks,":[47],"most":[49],"prevalent":[50],"method":[51,121],"involves":[52,58],"examining":[53],"functional":[54,94,116],"connectivity.":[55],"This":[56],"process":[57,93],"dividing":[59],"volume":[62],"into":[63],"separate":[64],"regions":[65],"determining":[67],"correlation":[69],"between":[70],"series":[72],"events":[74],"occurring":[75],"over":[76],"time":[77],"these":[79,96],"regions.":[80],"While":[81],"deep":[82,86,133],"graph":[83,134],"models":[84,88],"convolutional":[87],"frequently":[90],"employed":[91],"connectivity,":[95],"methods":[97],"can":[98],"sometimes":[99],"overcomplicate":[100],"procedure.":[102],"In":[103],"contrast,":[104],"we":[105],"present":[106],"straightforward":[108],"approach":[109],"that":[110],"utilizes":[111],"transformer":[112],"encoders":[113],"connectivity":[117],"labels.":[119],"Our":[120],"demonstrates":[122],"superior":[123],"performance":[124],"gender":[126],"tasks":[128],"when":[129],"compared":[130],"existing":[132],"convolution":[136],"models.":[137],"We've":[138],"validated":[139],"this":[140],"on":[141],"two":[142],"publicly":[143],"accessible":[144],"datasets.":[145]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
