{"id":"https://openalex.org/W4387122795","doi":"https://doi.org/10.1145/3607947.3608050","title":"Performance evaluation of Transfer Learning models for ASD prediction using non-clinical analysis","display_name":"Performance evaluation of Transfer Learning models for ASD prediction using non-clinical analysis","publication_year":2023,"publication_date":"2023-08-03","ids":{"openalex":"https://openalex.org/W4387122795","doi":"https://doi.org/10.1145/3607947.3608050"},"language":"en","primary_location":{"id":"doi:10.1145/3607947.3608050","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3607947.3608050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 Fifteenth International Conference on Contemporary Computing","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/A5021510296","display_name":"Ranjeet Vasant Bidwe","orcid":"https://orcid.org/0000-0002-6801-3102"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ranjeet Vasant Bidwe","raw_affiliation_strings":["Symbiosis International (Deemed)University (SIU), Lavale, Symbiosis Institute of Technology, India"],"raw_orcid":"https://orcid.org/0000-0002-6801-3102","affiliations":[{"raw_affiliation_string":"Symbiosis International (Deemed)University (SIU), Lavale, Symbiosis Institute of Technology, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085316306","display_name":"Sashikala Mishra","orcid":"https://orcid.org/0000-0002-5433-4917"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sashikala Mishra","raw_affiliation_strings":["Symbiosis International (Deemed)University (SIU), Lavale, Symbiosis Institute of Technology, India"],"raw_orcid":"https://orcid.org/0000-0002-5433-4917","affiliations":[{"raw_affiliation_string":"Symbiosis International (Deemed)University (SIU), Lavale, Symbiosis Institute of Technology, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032898759","display_name":"Simi Bajaj","orcid":null},"institutions":[{"id":"https://openalex.org/I63525965","display_name":"Western Sydney University","ror":"https://ror.org/03t52dk35","country_code":"AU","type":"education","lineage":["https://openalex.org/I63525965"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Simi Bajaj","raw_affiliation_strings":["School of Computer Data and Mathematical Sciences, University of Western Sydney (UWS), Australia"],"raw_orcid":"https://orcid.org/0000-0001-7415-1563","affiliations":[{"raw_affiliation_string":"School of Computer Data and Mathematical Sciences, University of Western Sydney (UWS), Australia","institution_ids":["https://openalex.org/I63525965"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021510296"],"corresponding_institution_ids":["https://openalex.org/I244572783"],"apc_list":null,"apc_paid":null,"fwci":1.3697,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.8031022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"474","last_page":"483"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10106","display_name":"Autism Spectrum Disorder Research","score":0.9995999932289124,"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":0.9995999932289124,"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/T11135","display_name":"Virology and Viral Diseases","score":0.9298999905586243,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.9273999929428101,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child 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/transfer-of-learning","display_name":"Transfer of learning","score":0.7695810198783875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6448450088500977},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.6395366787910461},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6352646350860596},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.6314034461975098},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.5250834226608276},{"id":"https://openalex.org/keywords/gaze","display_name":"Gaze","score":0.4880927801132202},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47786158323287964},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4523320496082306},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44377508759498596},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37185052037239075},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.30733567476272583},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.16079357266426086}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7695810198783875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6448450088500977},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.6395366787910461},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6352646350860596},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.6314034461975098},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.5250834226608276},{"id":"https://openalex.org/C2779916870","wikidata":"https://www.wikidata.org/wiki/Q14467155","display_name":"Gaze","level":2,"score":0.4880927801132202},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47786158323287964},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4523320496082306},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44377508759498596},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37185052037239075},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30733567476272583},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.16079357266426086}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3607947.3608050","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3607947.3608050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 Fifteenth International Conference on Contemporary Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2097117768","https://openalex.org/W2194775991","https://openalex.org/W2531409750","https://openalex.org/W2590651237","https://openalex.org/W2791166929","https://openalex.org/W2793660041","https://openalex.org/W2920863073","https://openalex.org/W2950631816","https://openalex.org/W2967608553","https://openalex.org/W2976262266","https://openalex.org/W2999245372","https://openalex.org/W3049615315","https://openalex.org/W3158319343","https://openalex.org/W3159196951","https://openalex.org/W3164873450","https://openalex.org/W3179882783","https://openalex.org/W3191344124","https://openalex.org/W3203975962","https://openalex.org/W3209903954","https://openalex.org/W3216670826","https://openalex.org/W4205175089","https://openalex.org/W4205402573","https://openalex.org/W4211154867","https://openalex.org/W4212954389","https://openalex.org/W4213347664","https://openalex.org/W4214849391","https://openalex.org/W4224246713","https://openalex.org/W4247150125","https://openalex.org/W4292559468","https://openalex.org/W4296965211","https://openalex.org/W4300197505","https://openalex.org/W4303613868","https://openalex.org/W4309745518","https://openalex.org/W4311875049","https://openalex.org/W6674914833","https://openalex.org/W6687483927"],"related_works":["https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2140186469","https://openalex.org/W4389724018","https://openalex.org/W4280602684","https://openalex.org/W4318719684","https://openalex.org/W2775233965","https://openalex.org/W4318559728","https://openalex.org/W4310092953","https://openalex.org/W4206657577"],"abstract_inverted_index":{"One":[0],"of":[1,69,81,106,143,150,203],"the":[2,5,39,70,82,103,113,175,208,224,237,248],"significant":[3],"problems":[4],"world":[6],"is":[7,11,49,61,138,214,223,243],"currently":[8],"dealing":[9],"with":[10,29,200],"\"autism":[12],"spectrum":[13],"disorder\"":[14],"(ASD).":[15],"As":[16],"a":[17,132,232,244],"\"behavioral":[18],"disorder,\"":[19],"ASD":[20,35,51],"causes":[21],"individuals":[22],"to":[23,174,187,230,247],"have":[24],"trouble":[25],"interacting":[26],"and":[27,43,57,92,122,140,168,170,184,205,210],"communicating":[28],"others.":[30],"Young":[31],"children":[32],"often":[33],"exhibit":[34],"symptoms,":[36],"particularly":[37],"in":[38,66,127,152],"first":[40],"two":[41],"years,":[42],"will":[44],"persist":[45],"until":[46],"appropriate":[47],"therapy":[48],"given.":[50],"can":[52,75],"be":[53,76],"diagnosed":[54],"both":[55],"clinically":[56],"non-clinically.":[58],"Clinical":[59],"analysis":[60,74,80],"performed":[62,77],"by":[63,135,240],"examining":[64],"variations":[65],"brain":[67],"imaging":[68],"children.":[71],"Whereas,":[72],"Non-clinical":[73],"using":[78],"gaze":[79],"eye,":[83],"where":[84],"various":[85],"attributes":[86],"like":[87],"eye":[88,90],"position,":[89],"movement,":[91],"attention":[93],"are":[94,120,180],"considered":[95],"for":[96,112,124,182],"predicting":[97],"autistic":[98,189],"traits.":[99],"This":[100,242],"paper":[101],"represents":[102],"performance":[104,173],"evaluation":[105],"Transfer":[107],"Learning":[108],"(TL)":[109],"methods":[110,119],"used":[111,117,131,186],"non-clinical":[114],"analysis.":[115],"All":[116,178],"TL":[118],"recommended":[121],"famous":[123],"feature":[125],"extraction":[126],"facial":[128],"attributes.":[129],"We":[130],"dataset":[133,238],"provided":[134],"Zenodo,":[136],"which":[137,213],"open-source":[139],"contains":[141],"images":[142],"children's":[144],"faces":[145],"looking":[146],"at":[147],"an":[148,153],"area":[149],"interest":[151],"image.":[154],"The":[155],"investigation":[156],"uses":[157],"well-known":[158],"transfer":[159,233],"learning":[160,234],"models":[161,179,199],"such":[162],"as":[163],"VGG16,":[164],"VGG19,":[165],"InceptionV3,":[166],"AlexNet,":[167],"ResNet50":[169],"compares":[171],"their":[172],"CNN":[176],"model.":[177],"well-tuned":[181],"hyperparameters":[183],"then":[185],"predict":[188],"traits":[190],"rather":[191],"than":[192,217],"data":[193],"classification.":[194],"InceptionV3":[195],"outperformed":[196],"all":[197],"other":[198,218],"prediction":[201],"accuracy":[202],"87.99%":[204],"84.33%":[206],"on":[207,236],"validation":[209],"test":[211],"datasets,":[212],"significantly":[215],"higher":[216],"proposed":[219],"models.":[220],"Also,":[221],"this":[222],"only":[225],"work":[226],"that":[227],"has":[228],"attempted":[229],"use":[231],"model":[235],"proved":[239],"Zenodo.":[241],"novel":[245],"addition":[246],"paper.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
