{"id":"https://openalex.org/W4388572012","doi":"https://doi.org/10.1142/s0129065724500059","title":"Bimodal Feature Analysis with Deep Learning for Autism Spectrum Disorder Detection","display_name":"Bimodal Feature Analysis with Deep Learning for Autism Spectrum Disorder Detection","publication_year":2023,"publication_date":"2023-11-10","ids":{"openalex":"https://openalex.org/W4388572012","doi":"https://doi.org/10.1142/s0129065724500059","pmid":"https://pubmed.ncbi.nlm.nih.gov/38063381"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065724500059","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500059","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5092341986","display_name":"Federica Colonnese","orcid":"https://orcid.org/0009-0004-9081-3888"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federica Colonnese","raw_affiliation_strings":["Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014577770","display_name":"Francesco Di Luzio","orcid":"https://orcid.org/0009-0001-4279-3761"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Di Luzio","raw_affiliation_strings":["Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052397999","display_name":"Antonello Rosato","orcid":"https://orcid.org/0000-0002-4371-5925"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonello Rosato","raw_affiliation_strings":["Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015796693","display_name":"Massimo Panella","orcid":"https://orcid.org/0000-0002-9876-1494"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Massimo Panella","raw_affiliation_strings":["Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \u201cLa Sapienza\u201d Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Department of Information Engineering, Electronics and Telecommunications, University of Rome \"La Sapienza\", Via Eudossiana 18, 00184 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015796693"],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":null,"apc_paid":null,"fwci":3.3716,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.92982804,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"34","issue":"02","first_page":"2450005","last_page":"2450005"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10106","display_name":"Autism Spectrum Disorder Research","score":0.998199999332428,"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/T10106","display_name":"Autism Spectrum Disorder Research","score":0.998199999332428,"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/T12207","display_name":"Assistive Technology in Communication and Mobility","score":0.9614999890327454,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11015","display_name":"Down syndrome and intellectual disability research","score":0.9401000142097473,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.8255414962768555},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.6956207752227783},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6690384149551392},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.646513819694519},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5949158072471619},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5192513465881348},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5186373591423035},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5154712796211243},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.4662460386753082},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4316328465938568},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4184274673461914},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35466814041137695},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.22578763961791992},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1524718999862671},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.08116021752357483},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08010965585708618},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07422983646392822}],"concepts":[{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.8255414962768555},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.6956207752227783},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6690384149551392},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.646513819694519},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5949158072471619},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5192513465881348},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5186373591423035},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5154712796211243},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.4662460386753082},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4316328465938568},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4184274673461914},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35466814041137695},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.22578763961791992},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1524718999862671},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.08116021752357483},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08010965585708618},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07422983646392822},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000067877","descriptor_name":"Autism Spectrum Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000067877","descriptor_name":"Autism Spectrum Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000067877","descriptor_name":"Autism Spectrum Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1142/s0129065724500059","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065724500059","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:38063381","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38063381","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null},{"id":"pmh:oai:iris.uniroma1.it:11573/1693992","is_oa":false,"landing_page_url":"https://hdl.handle.net/11573/1693992","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1563088657","https://openalex.org/W1987739120","https://openalex.org/W2028723065","https://openalex.org/W2049135373","https://openalex.org/W2055019700","https://openalex.org/W2067082332","https://openalex.org/W2093150351","https://openalex.org/W2130695501","https://openalex.org/W2161663128","https://openalex.org/W2206458579","https://openalex.org/W2526541452","https://openalex.org/W2534331383","https://openalex.org/W2558076170","https://openalex.org/W2581082771","https://openalex.org/W2582025857","https://openalex.org/W2611768530","https://openalex.org/W2886989735","https://openalex.org/W2903273679","https://openalex.org/W2905565186","https://openalex.org/W3025011581","https://openalex.org/W3082062168","https://openalex.org/W3118794207","https://openalex.org/W3134742832","https://openalex.org/W3163463488","https://openalex.org/W3194041058","https://openalex.org/W3208327004","https://openalex.org/W4200019852","https://openalex.org/W4214730906","https://openalex.org/W4225363573","https://openalex.org/W4226194808","https://openalex.org/W4247665917","https://openalex.org/W4283746899","https://openalex.org/W4284965873","https://openalex.org/W4297364263","https://openalex.org/W4306362230","https://openalex.org/W4308073689","https://openalex.org/W4362496207","https://openalex.org/W4382560942","https://openalex.org/W4388430511"],"related_works":["https://openalex.org/W2373577936","https://openalex.org/W4387678054","https://openalex.org/W3095575180","https://openalex.org/W2389596151","https://openalex.org/W4221148444","https://openalex.org/W4226054107","https://openalex.org/W4306784355","https://openalex.org/W2510951244","https://openalex.org/W4280602684","https://openalex.org/W3202613528"],"abstract_inverted_index":{"Autism":[0],"Spectrum":[1],"Disorder":[2],"(ASD)":[3],"is":[4,66],"a":[5,13,36,78,96,133],"complex":[6],"and":[7,70,74,80,130,166],"heterogeneous":[8],"neurodevelopmental":[9,84],"disorder":[10],"which":[11],"affects":[12],"significant":[14],"proportion":[15],"of":[16,57,83,103,124,163],"the":[17,101,115,122,140,145,152,161],"population,":[18],"with":[19],"estimates":[20],"suggesting":[21],"that":[22],"about":[23],"1":[24],"in":[25,44,90,144,158],"100":[26],"children":[27,45,159],"worldwide":[28],"are":[29,127],"affected":[30],"by":[31],"ASD.":[32],"This":[33,149],"study":[34],"introduces":[35],"new":[37],"Deep":[38],"Neural":[39,107],"Network":[40],"for":[41,139,154],"identifying":[42],"ASD":[43,91,156],"through":[46,160],"gait":[47,72,164],"analysis,":[48],"using":[49],"features":[50,119],"extracted":[51,113],"from":[52,114,121],"frames":[53],"composing":[54],"video":[55],"recordings":[56],"their":[58],"walking":[59],"patterns.":[60],"The":[61,118],"innovative":[62],"method":[63],"presented":[64],"herein":[65],"based":[67,99],"on":[68,100],"imagery":[69],"combines":[71],"analysis":[73,165],"deep":[75,167],"learning,":[76],"offering":[77],"noninvasive":[79],"objective":[81],"assessment":[82],"disorders":[85],"while":[86],"delivering":[87],"high":[88],"accuracy":[89],"detection.":[92],"Our":[93],"model":[94],"proposes":[95],"bimodal":[97],"approach":[98,150],"concatenation":[102],"two":[104,110],"distinct":[105],"Convolutional":[106],"Networks":[108],"processing":[109],"feature":[111],"sets":[112],"same":[116],"videos.":[117],"obtained":[120],"convolutions":[123],"both":[125],"networks":[126],"subsequently":[128],"flattened":[129],"merged":[131],"into":[132],"single":[134],"vector,":[135],"serving":[136],"as":[137],"input":[138],"fully":[141],"connected":[142],"layers":[143],"binary":[146],"classification":[147],"process.":[148],"demonstrates":[151],"potential":[153],"effective":[155],"detection":[157],"combination":[162],"learning":[168],"techniques.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":5}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}
