{"id":"https://openalex.org/W4398198477","doi":"https://doi.org/10.1109/iccr61006.2024.10532995","title":"Machine Learning for Enhanced Autism Screening: A Comparative Evaluation of Classification Algorithms","display_name":"Machine Learning for Enhanced Autism Screening: A Comparative Evaluation of Classification Algorithms","publication_year":2024,"publication_date":"2024-02-26","ids":{"openalex":"https://openalex.org/W4398198477","doi":"https://doi.org/10.1109/iccr61006.2024.10532995"},"language":"en","primary_location":{"id":"doi:10.1109/iccr61006.2024.10532995","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccr61006.2024.10532995","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Cyber Resilience (ICCR)","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/A5026587163","display_name":"May Y. Al-Nashashibi","orcid":"https://orcid.org/0000-0002-2669-2071"},"institutions":[{"id":"https://openalex.org/I36622005","display_name":"Petra University","ror":"https://ror.org/039d9es10","country_code":"JO","type":"education","lineage":["https://openalex.org/I36622005"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"May Y. Al-Nashashibi","raw_affiliation_strings":["University of Petra,Department of Data Science and Artificial Intelligence,Amman,Jordan","Department of Data Science and Artificial Intelligence, University of Petra, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Petra,Department of Data Science and Artificial Intelligence,Amman,Jordan","institution_ids":["https://openalex.org/I36622005"]},{"raw_affiliation_string":"Department of Data Science and Artificial Intelligence, University of Petra, Amman, Jordan","institution_ids":["https://openalex.org/I36622005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051819567","display_name":"Mohammad Alauthman","orcid":"https://orcid.org/0000-0003-0319-1968"},"institutions":[{"id":"https://openalex.org/I36622005","display_name":"Petra University","ror":"https://ror.org/039d9es10","country_code":"JO","type":"education","lineage":["https://openalex.org/I36622005"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Alauthman","raw_affiliation_strings":["University of Petra,Department of Information Security,Amman,Jordan","Department of Information Security, University of Petra, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Petra,Department of Information Security,Amman,Jordan","institution_ids":["https://openalex.org/I36622005"]},{"raw_affiliation_string":"Department of Information Security, University of Petra, Amman, Jordan","institution_ids":["https://openalex.org/I36622005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019997069","display_name":"Wael Hadi","orcid":"https://orcid.org/0000-0002-7575-9287"},"institutions":[{"id":"https://openalex.org/I36622005","display_name":"Petra University","ror":"https://ror.org/039d9es10","country_code":"JO","type":"education","lineage":["https://openalex.org/I36622005"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Wael Hadi","raw_affiliation_strings":["University of Petra,Department of Information Security,Amman,Jordan","Department of Information Security, University of Petra, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Petra,Department of Information Security,Amman,Jordan","institution_ids":["https://openalex.org/I36622005"]},{"raw_affiliation_string":"Department of Information Security, University of Petra, Amman, Jordan","institution_ids":["https://openalex.org/I36622005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I36622005"],"apc_list":null,"apc_paid":null,"fwci":0.6602,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61649568,"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":"01","last_page":"07"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10106","display_name":"Autism Spectrum Disorder Research","score":0.9998999834060669,"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":0.9998999834060669,"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/T12060","display_name":"Child Development and Digital Technology","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11772","display_name":"Genetics and Neurodevelopmental Disorders","score":0.9419000148773193,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7957793474197388},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7379408478736877},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7276550531387329},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6711694002151489},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.666248083114624},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.5829360485076904},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5205091834068298},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49767664074897766},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.44035714864730835},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.4292669892311096},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3346894383430481},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32580453157424927},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09068801999092102}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7957793474197388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7379408478736877},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7276550531387329},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6711694002151489},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.666248083114624},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.5829360485076904},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5205091834068298},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49767664074897766},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.44035714864730835},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.4292669892311096},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3346894383430481},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32580453157424927},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09068801999092102},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccr61006.2024.10532995","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccr61006.2024.10532995","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Cyber Resilience (ICCR)","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":19,"referenced_works":["https://openalex.org/W2133990480","https://openalex.org/W2333107105","https://openalex.org/W2598909094","https://openalex.org/W2736661778","https://openalex.org/W2884332828","https://openalex.org/W2886989735","https://openalex.org/W2891404483","https://openalex.org/W2903539474","https://openalex.org/W3105655461","https://openalex.org/W4221058302","https://openalex.org/W4224252851","https://openalex.org/W4297547240","https://openalex.org/W4360836882","https://openalex.org/W4367836613","https://openalex.org/W4375869131","https://openalex.org/W4379057633","https://openalex.org/W4385805154","https://openalex.org/W4391118853","https://openalex.org/W6850891253"],"related_works":["https://openalex.org/W4280602684","https://openalex.org/W2086889680","https://openalex.org/W3153505674","https://openalex.org/W4246466849","https://openalex.org/W2997511728","https://openalex.org/W2525967854","https://openalex.org/W2119349310","https://openalex.org/W4388878069","https://openalex.org/W4312478656","https://openalex.org/W4379364525"],"abstract_inverted_index":{"Detecting":[0],"autism":[1],"spectrum":[2],"disorder":[3],"(ASD)":[4],"is":[5],"challenging":[6],"due":[7],"to":[8],"its":[9],"varying":[10],"symptoms":[11],"across":[12,95],"individuals.":[13],"This":[14],"research":[15,117],"assessed":[16],"four":[17,35],"common":[18],"machine":[19,101],"learning":[20],"classifiers":[21],"-":[22,33],"Logistic":[23],"Regression,":[24],"Na\u00efve":[25],"Bayes,":[26],"Support":[27,61],"Vector":[28],"Machines,":[29],"and":[30,47,58,108,124],"K-Nearest":[31],"Neighbors":[32],"using":[34],"ASD":[36,110,126],"datasets.":[37],"Two":[38],"experiments":[39],"evaluated":[40],"the":[41,44,65,85,98],"algorithms":[42],"on":[43,70,122],"original":[45,82],"datasets":[46],"versions":[48],"modified":[49,86],"by":[50],"combining":[51],"three":[52],"datasets,":[53,83],"adding":[54],"an":[55],"age":[56],"feature,":[57],"reducing":[59],"features.":[60],"vector":[62],"machines":[63],"showed":[64],"most":[66,90],"consistently":[67],"strong":[68],"performance":[69],"all":[71],"metrics":[72],"in":[73],"both":[74],"experiments.":[75],"The":[76],"adult":[77],"dataset":[78,88],"performed":[79],"best":[80],"among":[81],"while":[84],"combined":[87],"was":[89],"successful,":[91],"with":[92],"substantial":[93],"gains":[94],"measures.":[96],"Overall,":[97],"results":[99],"demonstrate":[100],"learning's":[102],"promise":[103],"for":[104],"developing":[105],"more":[106],"accurate":[107],"accessible":[109],"screening,":[111],"complementing":[112],"standard":[113],"diagnostic":[114],"practices.":[115],"Further":[116],"should":[118],"evaluate":[119],"these":[120],"techniques":[121],"expanded":[123],"diverse":[125],"data.":[127]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
