{"id":"https://openalex.org/W4405113456","doi":"https://doi.org/10.1016/j.procs.2024.11.092","title":"Predict ADHD in Children and Adults with Machine Learning Techniques","display_name":"Predict ADHD in Children and Adults with Machine Learning Techniques","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405113456","doi":"https://doi.org/10.1016/j.procs.2024.11.092"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2024.11.092","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2024.11.092","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2024.11.092","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115031733","display_name":"Zineb Namasse","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Zineb Namasse","raw_affiliation_strings":["Multidisciplinary Laboratory of Research and Innovation, Moroccan School of Engineering Sciences, Alkhawarizmi housing estate, Laymoune district, Casablanca, 20250, Morocco","Mundiapolis University, Roudani Bd, Training Airport, Nouaceur, Casablanca 20180, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Multidisciplinary Laboratory of Research and Innovation, Moroccan School of Engineering Sciences, Alkhawarizmi housing estate, Laymoune district, Casablanca, 20250, Morocco","institution_ids":["https://openalex.org/I4210121440"]},{"raw_affiliation_string":"Mundiapolis University, Roudani Bd, Training Airport, Nouaceur, Casablanca 20180, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015679036","display_name":"Mohamed Tabaa","orcid":"https://orcid.org/0000-0003-3938-3566"},"institutions":[{"id":"https://openalex.org/I4210121440","display_name":"Moroccan Foundation for Advanced Science, Innovation and Research","ror":"https://ror.org/02gjqpv16","country_code":"MA","type":"nonprofit","lineage":["https://openalex.org/I4210121440"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Tabaa","raw_affiliation_strings":["Multidisciplinary Laboratory of Research and Innovation, Moroccan School of Engineering Sciences, Alkhawarizmi housing estate, Laymoune district, Casablanca, 20250, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Multidisciplinary Laboratory of Research and Innovation, Moroccan School of Engineering Sciences, Alkhawarizmi housing estate, Laymoune district, Casablanca, 20250, Morocco","institution_ids":["https://openalex.org/I4210121440"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028037158","display_name":"Samar Mouchawrab","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Samar Mouchawrab","raw_affiliation_strings":["Mundiapolis University, Roudani Bd, Training Airport, Nouaceur, Casablanca 20180, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mundiapolis University, Roudani Bd, Training Airport, Nouaceur, Casablanca 20180, Morocco","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5028037158"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7558,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.93883792,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"251","issue":null,"first_page":"124","last_page":"131"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10537","display_name":"Attention Deficit Hyperactivity Disorder","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10537","display_name":"Attention Deficit Hyperactivity Disorder","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9308000206947327,"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/T12241","display_name":"Children's Physical and Motor Development","score":0.928600013256073,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9015532732009888},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46777477860450745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44651922583580017}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9015532732009888},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46777477860450745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44651922583580017}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2024.11.092","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2024.11.092","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2024.11.092","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2024.11.092","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1535736950","https://openalex.org/W1974636434","https://openalex.org/W2582356538","https://openalex.org/W2626162123","https://openalex.org/W2883328398","https://openalex.org/W2987201163","https://openalex.org/W2994679271","https://openalex.org/W3005326217","https://openalex.org/W3046196780","https://openalex.org/W3081125651","https://openalex.org/W3081186942","https://openalex.org/W3084402002","https://openalex.org/W3119831882","https://openalex.org/W3148181069","https://openalex.org/W3174783906","https://openalex.org/W3177184168","https://openalex.org/W3178193090","https://openalex.org/W3201247664","https://openalex.org/W4234212269","https://openalex.org/W4294741437","https://openalex.org/W4327683658","https://openalex.org/W4379741725","https://openalex.org/W4388936264","https://openalex.org/W4389274089","https://openalex.org/W4392888983","https://openalex.org/W6776183160"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Attention":[0],"Deficit":[1],"Hyperactivity":[2],"Disorder":[3],"(ADHD)":[4],"is":[5,46],"one":[6,81,90],"of":[7,43,125],"the":[8,62,83,88,92],"most":[9],"common":[10],"neurodevelopmental":[11],"disorders":[12,67],"in":[13,50,69,105,131,137],"children,":[14],"and":[15,52,65,71,87,114,116,120,133],"can":[16],"sometimes":[17],"persist":[18],"into":[19],"adulthood.":[20],"This":[21],"disorder":[22],"may":[23],"be":[24],"associated":[25],"with":[26,85],"several":[27],"other":[28],"difficulties":[29],"such":[30],"as":[31],"depression,":[32],"anxiety,":[33],"mood":[34],"disorders,":[35,39],"substance":[36],"addiction,":[37],"speech":[38],"etc.":[40],"The":[41,79],"aim":[42],"our":[44],"paper":[45],"to":[47,102],"predict":[48,103],"ADHD":[49,93,104],"children":[51,70,84,106,132],"adults.":[53,72,94,138],"First,":[54],"we":[55,60,97],"present":[56,68],"a":[57],"background":[58],"where":[59],"detail":[61],"ADHD,":[63,86],"symptoms":[64],"some":[66],"We":[73],"then":[74],"use":[75],"2":[76],"separate":[77],"datasets;":[78],"first":[80],"for":[82,91,128,135],"second":[89],"After":[95],"that,":[96],"apply":[98],"Machine":[99],"Learning":[100],"techniques":[101],"(Logistic":[107],"Regression,":[108],"Decision":[109],"Tree,":[110],"K-Nearest":[111],"Neighbors,":[112],"SVM":[113],"MLPClassifier)":[115],"adults":[117],"(SVM,":[118],"XGBoost":[119,136],"MLPClassifier).":[121],"Results":[122],"showed":[123],"accuracies":[124],"around":[126],"99%":[127],"Logistic":[129],"Regression":[130],"100%":[134]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
