{"id":"https://openalex.org/W3216074209","doi":"https://doi.org/10.1109/isbi52829.2022.9761456","title":"Structure-Preserving Graph Kernel for Brain Network Classification","display_name":"Structure-Preserving Graph Kernel for Brain Network Classification","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W3216074209","doi":"https://doi.org/10.1109/isbi52829.2022.9761456","mag":"3216074209"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761456","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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/A5019853998","display_name":"Jun Yu","orcid":"https://orcid.org/0000-0001-6068-8415"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jun Yu","raw_affiliation_strings":["Lehigh University,Department of Computer Science and Engineering,PA,USA","Department of Computer Science and Engineering, Lehigh University, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lehigh University,Department of Computer Science and Engineering,PA,USA","institution_ids":["https://openalex.org/I186143895"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Lehigh University, PA, USA","institution_ids":["https://openalex.org/I186143895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004670822","display_name":"Zhaoming Kong","orcid":"https://orcid.org/0000-0001-9252-911X"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhaoming Kong","raw_affiliation_strings":["Lehigh University,Department of Computer Science and Engineering,PA,USA","Department of Computer Science and Engineering, Lehigh University, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lehigh University,Department of Computer Science and Engineering,PA,USA","institution_ids":["https://openalex.org/I186143895"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Lehigh University, PA, USA","institution_ids":["https://openalex.org/I186143895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003173911","display_name":"Aditya Kendre","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123080","display_name":"Green Valley High School","ror":"https://ror.org/033cjdk78","country_code":"US","type":"education","lineage":["https://openalex.org/I4210123080"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aditya Kendre","raw_affiliation_strings":["Cumberland Valley High School,PA,USA","Cumberland Valley High School, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cumberland Valley High School,PA,USA","institution_ids":["https://openalex.org/I4210123080"]},{"raw_affiliation_string":"Cumberland Valley High School, PA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009299081","display_name":"Hao Peng","orcid":"https://orcid.org/0000-0002-9378-7767"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Peng","raw_affiliation_strings":["Beihang University,School of Cyber Science and Technology,Beijing,China","School of Cyber Science and Technology, Beihang University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University,School of Cyber Science and Technology,Beijing,China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006897094","display_name":"Carl Yang","orcid":"https://orcid.org/0000-0001-9145-4531"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carl Yang","raw_affiliation_strings":["Emory University,Department of Computer Science,GA,USA","Department of Computer Science, Emory University, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emory University,Department of Computer Science,GA,USA","institution_ids":["https://openalex.org/I150468666"]},{"raw_affiliation_string":"Department of Computer Science, Emory University, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015105117","display_name":"Lichao Sun","orcid":"https://orcid.org/0000-0003-1539-7939"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lichao Sun","raw_affiliation_strings":["Lehigh University,Department of Computer Science and Engineering,PA,USA","Department of Computer Science and Engineering, Lehigh University, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lehigh University,Department of Computer Science and Engineering,PA,USA","institution_ids":["https://openalex.org/I186143895"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Lehigh University, PA, USA","institution_ids":["https://openalex.org/I186143895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035692604","display_name":"Alex Leow","orcid":"https://orcid.org/0000-0002-5660-8651"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex Leow","raw_affiliation_strings":["University of Illinois at Chicago,Department of Psychiatry,IL,USA","Department of Psychiatry, University of Illinois at Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Chicago,Department of Psychiatry,IL,USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Department of Psychiatry, University of Illinois at Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071709543","display_name":"Lifang He","orcid":"https://orcid.org/0000-0001-7810-9071"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lifang He","raw_affiliation_strings":["Lehigh University,Department of Computer Science and Engineering,PA,USA","Department of Computer Science and Engineering, Lehigh University, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lehigh University,Department of Computer Science and Engineering,PA,USA","institution_ids":["https://openalex.org/I186143895"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Lehigh University, PA, USA","institution_ids":["https://openalex.org/I186143895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3355,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.44483986,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","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"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","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/T10581","display_name":"Neural dynamics and brain function","score":0.9969000220298767,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9927999973297119,"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":0.6476624011993408},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6166125535964966},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5743238925933838},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5337316393852234},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5319358110427856},{"id":"https://openalex.org/keywords/graph-kernel","display_name":"Graph kernel","score":0.5259661674499512},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.5009281635284424},{"id":"https://openalex.org/keywords/polynomial-kernel","display_name":"Polynomial kernel","score":0.497191458940506},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.47340235114097595},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.41907623410224915},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3993336856365204},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.3986624777317047},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.31411343812942505},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21163839101791382}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6476624011993408},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6166125535964966},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5743238925933838},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5337316393852234},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5319358110427856},{"id":"https://openalex.org/C100595998","wikidata":"https://www.wikidata.org/wiki/Q11731931","display_name":"Graph kernel","level":5,"score":0.5259661674499512},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.5009281635284424},{"id":"https://openalex.org/C160446489","wikidata":"https://www.wikidata.org/wiki/Q7226642","display_name":"Polynomial kernel","level":4,"score":0.497191458940506},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.47340235114097595},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.41907623410224915},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3993336856365204},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.3986624777317047},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.31411343812942505},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21163839101791382},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761456","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1269147884","https://openalex.org/W1563088657","https://openalex.org/W1565176583","https://openalex.org/W1619480882","https://openalex.org/W1985311190","https://openalex.org/W2024165284","https://openalex.org/W2055457718","https://openalex.org/W2083066861","https://openalex.org/W2098120923","https://openalex.org/W2112090702","https://openalex.org/W2131479089","https://openalex.org/W2145637681","https://openalex.org/W2156909104","https://openalex.org/W2167822639","https://openalex.org/W2168372372","https://openalex.org/W2170726034","https://openalex.org/W2337802099","https://openalex.org/W2341934844","https://openalex.org/W2405750609","https://openalex.org/W2432481229","https://openalex.org/W2539084691","https://openalex.org/W2742812719","https://openalex.org/W2774217687","https://openalex.org/W2883072122","https://openalex.org/W2945602395","https://openalex.org/W2962909765","https://openalex.org/W3090524777","https://openalex.org/W6674708781","https://openalex.org/W6685146747"],"related_works":["https://openalex.org/W3123056048","https://openalex.org/W4389428786","https://openalex.org/W2169565408","https://openalex.org/W2420851703","https://openalex.org/W2096302783","https://openalex.org/W2974741803","https://openalex.org/W2179275589","https://openalex.org/W1983263273","https://openalex.org/W3006070568","https://openalex.org/W1558903433"],"abstract_inverted_index":{"Brain":[0],"network":[1,25],"analysis":[2],"is":[3,147],"of":[4,37,112],"great":[5],"importance":[6],"in":[7,44,135],"clinical":[8],"diagnosis":[9],"and":[10,121,138],"treatments.":[11],"In":[12],"this":[13],"paper,":[14],"we":[15,28,56],"present":[16],"a":[17,65,80],"novel":[18],"graph-based":[19],"kernel":[20,46,84],"learning":[21,123],"approach":[22],"for":[23],"brain":[24,38,54],"classification.":[26],"Specifically,":[27],"demonstrate":[29,108],"how":[30],"to":[31,40,59,68,78,85,104],"exploit":[32],"the":[33,45,48,89,109,118,136,142],"natural":[34],"graph":[35,83],"structure":[36],"networks":[39],"encode":[41],"prior":[42],"knowledge":[43],"using":[47],"tensor":[49,70],"product":[50,71],"operator.":[51],"For":[52],"each":[53],"network,":[55],"first":[57],"proposed":[58,114],"apply":[60],"sparse":[61],"matrix":[62],"factorization":[63],"with":[64,102,117,149],"symmetric":[66,82],"constraint":[67],"extract":[69],"based":[72],"approximation.":[73],"We":[74],"then":[75],"used":[76],"them":[77],"derive":[79],"structure-persevering":[81],"be":[86],"fed":[87],"into":[88],"support":[90],"vector":[91],"machine":[92],"(SVM).":[93],"Quantitative":[94],"evaluations":[95],"on":[96],"challenging":[97],"EEG-based":[98],"emotion":[99,143],"recognition":[100],"tasks":[101],"respect":[103],"different":[105],"frequency":[106],"bands":[107,140],"superior":[110],"performance":[111],"our":[113],"method,":[115],"compared":[116],"state-of-the-art":[119],"traditional":[120],"deep":[122],"methods.":[124],"Together,":[125],"results":[126],"show":[127],"that":[128],"relevant":[129],"EEG":[130],"signals":[131],"are":[132],"primarily":[133],"encoded":[134],"alpha":[137],"theta":[139],"during":[141],"regulation":[144],"task,":[145],"which":[146],"consistent":[148],"previous":[150],"findings.":[151]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
