{"id":"https://openalex.org/W4387430755","doi":"https://doi.org/10.48550/arxiv.2310.03404","title":"EAG-RS: A Novel Explainability-guided ROI-Selection Framework for ASD Diagnosis via Inter-regional Relation Learning","display_name":"EAG-RS: A Novel Explainability-guided ROI-Selection Framework for ASD Diagnosis via Inter-regional Relation Learning","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387430755","doi":"https://doi.org/10.48550/arxiv.2310.03404"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2310.03404","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2310.03404","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079491463","display_name":"Wonsik Jung","orcid":"https://orcid.org/0000-0002-0706-4811"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jung, Wonsik","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016267517","display_name":"Eunjin Jeon","orcid":"https://orcid.org/0000-0002-1800-2704"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jeon, Eunjin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102816197","display_name":"Eunsong Kang","orcid":"https://orcid.org/0009-0007-3010-5144"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kang, Eunsong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5033720496","display_name":"Heung\u2010Il Suk","orcid":"https://orcid.org/0000-0001-7019-8962"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Suk, Heung-Il","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"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":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":65},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9997,"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":0.9997,"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":0.9821,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9713,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7383394},{"id":"https://openalex.org/keywords/region-of-interest","display_name":"Region of interest","score":0.4913248}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7383394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6905554},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6730037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.57330376},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.5196827},{"id":"https://openalex.org/C19609008","wikidata":"https://www.wikidata.org/wiki/Q2138203","display_name":"Region of interest","level":2,"score":0.4913248},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.4732761},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46284837},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.45892197},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.41554585},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.41316915},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4102592},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14613065},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.13736102},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2310.03404","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2310.03404","pdf_url":"http://arxiv.org/pdf/2310.03404","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2310.03404","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2310.03404","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[{"score":0.68,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4389116644","https://openalex.org/W4205463238","https://openalex.org/W3103844505","https://openalex.org/W2981954115","https://openalex.org/W259157601","https://openalex.org/W2521627374","https://openalex.org/W2153315159","https://openalex.org/W2110523656","https://openalex.org/W2082278460","https://openalex.org/W1482209366"],"abstract_inverted_index":{"Deep":[0],"learning":[1,131,164],"models":[2],"based":[3],"on":[4],"resting-state":[5],"functional":[6,29,102,152],"magnetic":[7],"resonance":[8],"imaging":[9],"(rs-fMRI)":[10],"have":[11,26,40],"been":[12],"widely":[13],"used":[14],"to":[15,56,132,147,165,215],"diagnose":[16],"brain":[17,105,119],"diseases,":[18],"particularly":[19],"autism":[20],"spectrum":[21],"disorder":[22],"(ASD).":[23],"Existing":[24],"studies":[25],"leveraged":[27],"the":[28,44,57,76,79,170,180,190,207],"connectivity":[30],"(FC)":[31],"of":[32,46,69,78,92,172,199],"rs-fMRI,":[33],"achieving":[34],"notable":[35],"classification":[36],"performance.":[37],"However,":[38],"they":[39],"significant":[41],"limitations,":[42,85],"including":[43],"lack":[45],"adequate":[47],"information":[48],"while":[49],"using":[50,179],"linear":[51],"low-order":[52],"FC":[53],"as":[54],"inputs":[55],"model,":[58],"not":[59],"considering":[60],"individual":[61],"characteristics":[62],"(i.e.,":[63],"different":[64],"symptoms":[65],"or":[66],"varying":[67],"stages":[68],"severity)":[70],"among":[71,104],"patients":[72],"with":[73],"ASD,":[74],"and":[75,114,154,162,210],"non-explainability":[77],"decision":[80],"process.":[81],"To":[82],"cover":[83],"these":[84],"we":[86,204],"propose":[87],"a":[88],"novel":[89],"explainability-guided":[90],"region":[91],"interest":[93],"(ROI)":[94],"selection":[95,161],"(EAG-RS)":[96],"framework":[97,124],"that":[98,189],"identifies":[99],"non-linear":[100,134,156],"high-order":[101,149,157],"associations":[103],"regions":[106,117],"by":[107,176],"leveraging":[108],"an":[109],"explainable":[110,142],"artificial":[111],"intelligence":[112],"technique":[113],"selects":[115],"class-discriminative":[116],"for":[118],"disease":[120],"identification.":[121],"The":[122],"proposed":[123,174,191],"includes":[125],"three":[126],"steps:":[127],"(i)":[128],"inter-regional":[129],"relation":[130],"estimate":[133],"relations":[135,150],"through":[136],"random":[137],"seed-based":[138],"network":[139],"masking,":[140],"(ii)":[141],"connection-wise":[143],"relevance":[144],"score":[145],"estimation":[146],"explore":[148],"between":[151],"connections,":[153],"(iii)":[155],"FC-based":[158],"diagnosis-informative":[159],"ROI":[160],"classifier":[163],"identify":[166],"ASD.":[167],"We":[168],"validated":[169],"effectiveness":[171],"our":[173],"method":[175,192],"conducting":[177],"experiments":[178],"Autism":[181],"Brain":[182],"Imaging":[183],"Database":[184],"Exchange":[185],"(ABIDE)":[186],"dataset,":[187],"demonstrating":[188],"outperforms":[193],"other":[194],"comparative":[195],"methods":[196],"in":[197],"terms":[198],"various":[200],"evaluation":[201],"metrics.":[202],"Furthermore,":[203],"qualitatively":[205],"analyzed":[206],"selected":[208],"ROIs":[209],"identified":[211],"ASD":[212],"subtypes":[213],"linked":[214],"previous":[216],"neuroscientific":[217],"studies.":[218]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4387430755","counts_by_year":[],"updated_date":"2025-04-11T23:52:18.511278","created_date":"2023-10-08"}