{"id":"https://openalex.org/W3046420760","doi":"https://doi.org/10.1109/isbiworkshops50223.2020.9153359","title":"Multi-Channel Deep Neural Network For Temporal Lobe Epilepsy Classification Using Multimodal Mri Data","display_name":"Multi-Channel Deep Neural Network For Temporal Lobe Epilepsy Classification Using Multimodal Mri Data","publication_year":2020,"publication_date":"2020-04-01","ids":{"openalex":"https://openalex.org/W3046420760","doi":"https://doi.org/10.1109/isbiworkshops50223.2020.9153359","mag":"3046420760"},"language":"en","primary_location":{"id":"doi:10.1109/isbiworkshops50223.2020.9153359","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbiworkshops50223.2020.9153359","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 17th International Symposium on Biomedical Imaging Workshops (ISBI Workshops)","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/A5090523960","display_name":"Maribel Torres-Vel\u00e1zquez","orcid":"https://orcid.org/0000-0001-5673-5012"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Maribel Torres-Velazquez","raw_affiliation_strings":["Department of Biomedical Engineering, University of Wisconsin\u2013Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012962437","display_name":"Gyujoon Hwang","orcid":"https://orcid.org/0000-0002-9497-2999"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gyujoon Hwang","raw_affiliation_strings":["Department of Medical Physics, University of Wisconsin\u2013Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics, University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043743232","display_name":"Cole J. Cook","orcid":"https://orcid.org/0000-0003-2000-4028"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cole John Cook","raw_affiliation_strings":["Department of Medical Physics, University of Wisconsin\u2013Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics, University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011757473","display_name":"Bruce P. Hermann","orcid":"https://orcid.org/0000-0003-0133-4427"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bruce Hermann","raw_affiliation_strings":["Department of Neurology, University of Wisconsin\u2013Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065156623","display_name":"Vivek Prabhakaran","orcid":"https://orcid.org/0000-0002-1974-3125"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vivek Prabhakaran","raw_affiliation_strings":["Department of Medical Physics, University of Wisconsin\u2013Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics, University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090108909","display_name":"M. Elizabeth Meyerand","orcid":"https://orcid.org/0000-0002-4655-8523"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Elizabeth Meyerand","raw_affiliation_strings":["Department of Biomedical Engineering, University of Wisconsin\u2013Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080493254","display_name":"Alan B. McMillan","orcid":"https://orcid.org/0000-0003-4502-6522"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alan B. McMillan","raw_affiliation_strings":["Department of Biomedical Engineering, University of Wisconsin\u2013Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5090523960"],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":null,"apc_paid":null,"fwci":1.0616,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.76166431,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"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/T10094","display_name":"Epilepsy research and treatment","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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":0.9994999766349792,"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/computer-science","display_name":"Computer science","score":0.7159316539764404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6667881608009338},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.591307520866394},{"id":"https://openalex.org/keywords/temporal-lobe","display_name":"Temporal lobe","score":0.5431997776031494},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5065954923629761},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.48301586508750916},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48123955726623535},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4759894609451294},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.4326220750808716},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17028477787971497},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10311606526374817},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.09697705507278442},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09695571660995483}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7159316539764404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6667881608009338},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.591307520866394},{"id":"https://openalex.org/C2781099131","wikidata":"https://www.wikidata.org/wiki/Q744385","display_name":"Temporal lobe","level":3,"score":0.5431997776031494},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5065954923629761},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.48301586508750916},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48123955726623535},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4759894609451294},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4326220750808716},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17028477787971497},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10311606526374817},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.09697705507278442},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09695571660995483}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbiworkshops50223.2020.9153359","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbiworkshops50223.2020.9153359","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 17th International Symposium on Biomedical Imaging Workshops (ISBI Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1983208069","https://openalex.org/W1990134753","https://openalex.org/W2008991090","https://openalex.org/W2013321020","https://openalex.org/W2071608556","https://openalex.org/W2077608427","https://openalex.org/W2101135654","https://openalex.org/W2107499714","https://openalex.org/W2117140276","https://openalex.org/W2151721316","https://openalex.org/W2792752177","https://openalex.org/W2887388803","https://openalex.org/W2899900491","https://openalex.org/W2916415046","https://openalex.org/W2977883299","https://openalex.org/W2994664327","https://openalex.org/W4296295377"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2327340211","https://openalex.org/W3032587901","https://openalex.org/W2005034415","https://openalex.org/W2034474299","https://openalex.org/W2082833331","https://openalex.org/W4387229259","https://openalex.org/W3201855164","https://openalex.org/W2597914676","https://openalex.org/W2069597861"],"abstract_inverted_index":{"Multiple":[0],"magnetic":[1],"resonance":[2],"imaging":[3],"(MRI)":[4],"modalities":[5],"are":[6],"currently":[7],"used":[8],"for":[9,123],"the":[10,27,89,97,109],"diagnosis":[11],"and":[12,31,60,75,78],"characterization":[13],"of":[14,21,29,33,42,71,93,99,111],"temporal":[15],"lobe":[16],"epilepsy":[17],"(TLE).":[18],"The":[19,82],"objective":[20],"this":[22],"study":[23],"is":[24],"to":[25,37,119],"assess":[26],"performance":[28],"individual":[30],"combination":[32,98],"multimodal":[34],"MRI":[35],"datasets":[36,122],"provide":[38],"an":[39],"accurate":[40,91],"classification":[41,92],"TLE":[43,94,124],"by":[44,96],"employing":[45],"a":[46],"multi-channel":[47,52],"deep":[48,53,112],"neural":[49,54],"network.":[50],"Several":[51],"network":[55],"models":[56,118],"were":[57],"trained,":[58],"validated,":[59],"tested":[61],"using":[62],"brain":[63,103],"structure":[64,104],"metrics":[65],"from":[66],"structural":[67],"MRI,":[68],"MRI-based":[69,102],"region":[70],"interest":[72],"correlation":[73],"features,":[74],"personal":[76],"demographic":[77],"cognitive":[79],"data":[80],"(PDC).":[81],"results":[83],"show":[84],"that":[85],"PDC":[86,100],"individually":[87],"offered":[88],"most":[90],"followed":[95],"with":[101],"metrics.":[105],"These":[106],"findings":[107],"demonstrate":[108],"potential":[110],"learning":[113],"approaches":[114],"such":[115],"as":[116],"mDNN":[117],"combine":[120],"multiple":[121],"classification.":[125]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
