{"id":"https://openalex.org/W4407639335","doi":"https://doi.org/10.1109/acit62805.2024.10877083","title":"Classification of Sleep-Related Disorders Using Machine Learning Techniques","display_name":"Classification of Sleep-Related Disorders Using Machine Learning Techniques","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4407639335","doi":"https://doi.org/10.1109/acit62805.2024.10877083"},"language":"en","primary_location":{"id":"doi:10.1109/acit62805.2024.10877083","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877083","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","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/A5116295996","display_name":"Ola Nasir","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Ola Nasir","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Department of Computer Science,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Department of Computer Science,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065080992","display_name":"Raed Alazaidah","orcid":"https://orcid.org/0000-0002-1818-4288"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Raed Alazaidah","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Department of Data Science and AI,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Department of Data Science and AI,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004253590","display_name":"Maram Y. Al-Safarini","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Maram Y. Al-Safarini","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Department of Computer Science,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Department of Computer Science,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082827398","display_name":"Amneh Alamleh","orcid":"https://orcid.org/0000-0002-6456-2438"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Amneh Alamleh","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Department of Data Science and AI,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Department of Data Science and AI,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032455135","display_name":"Abbu Zaid","orcid":"https://orcid.org/0000-0002-2090-0212"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ali Abu Zaid","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Department of Cyber Security,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Department of Cyber Security,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005401803","display_name":"Hasan Mansur","orcid":"https://orcid.org/0000-0003-0806-4589"},"institutions":[{"id":"https://openalex.org/I161387315","display_name":"American University of Madaba","ror":"https://ror.org/04tgeej53","country_code":"JO","type":"education","lineage":["https://openalex.org/I161387315"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Hasan Mansur","raw_affiliation_strings":["American University of Madaba,Faculty of Business,Department of Accounting,Madaba,Jordan"],"affiliations":[{"raw_affiliation_string":"American University of Madaba,Faculty of Business,Department of Accounting,Madaba,Jordan","institution_ids":["https://openalex.org/I161387315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040109082","display_name":"Ali Elrashidi","orcid":"https://orcid.org/0000-0002-8560-1395"},"institutions":[{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ali Elrashidi","raw_affiliation_strings":["University of Business and Technology,Department of Electrical Engineering,Jeddah,Saudi Arabia,21432"],"affiliations":[{"raw_affiliation_string":"University of Business and Technology,Department of Electrical Engineering,Jeddah,Saudi Arabia,21432","institution_ids":["https://openalex.org/I4210165529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009763565","display_name":"Haneen Alzoubi","orcid":null},"institutions":[{"id":"https://openalex.org/I146367977","display_name":"Applied Science Private University","ror":"https://ror.org/01ah6nb52","country_code":"JO","type":"education","lineage":["https://openalex.org/I146367977"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Haneen Alzoubi","raw_affiliation_strings":["Private University,Faculty of IT Applied Science,Department of Computer Science,Amman,Jordan"],"affiliations":[{"raw_affiliation_string":"Private University,Faculty of IT Applied Science,Department of Computer Science,Amman,Jordan","institution_ids":["https://openalex.org/I146367977"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116295997","display_name":"Alaa Bani-Bakr","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Alaa Bani-Bakr","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Department of Cyber Security,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Department of Cyber Security,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5116295996"],"corresponding_institution_ids":["https://openalex.org/I153687341"],"apc_list":null,"apc_paid":null,"fwci":0.5312,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.73972056,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.890999972820282,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.890999972820282,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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":0.7003496885299683},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.5654594898223877},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5139285922050476},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4813688397407532},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08885335922241211}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7003496885299683},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.5654594898223877},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5139285922050476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4813688397407532},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08885335922241211}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit62805.2024.10877083","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877083","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2546819379","https://openalex.org/W2857840594","https://openalex.org/W2923537029","https://openalex.org/W2984353870","https://openalex.org/W2999086204","https://openalex.org/W3010200460","https://openalex.org/W3013455378","https://openalex.org/W3026720205","https://openalex.org/W3035958068","https://openalex.org/W3042879659","https://openalex.org/W3104540889","https://openalex.org/W3111087919","https://openalex.org/W3112288498","https://openalex.org/W3138703676","https://openalex.org/W3148181069","https://openalex.org/W4285233058","https://openalex.org/W4294845246","https://openalex.org/W4313339661","https://openalex.org/W4313495951","https://openalex.org/W4366598714","https://openalex.org/W4384469965","https://openalex.org/W4384558041","https://openalex.org/W4387366502","https://openalex.org/W4387806266","https://openalex.org/W4388475956","https://openalex.org/W4390174473","https://openalex.org/W4390177009","https://openalex.org/W4391261145","https://openalex.org/W4403502360","https://openalex.org/W6760982793","https://openalex.org/W6781905506"],"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":{"Several":[0],"people":[1],"suffer":[2],"from":[3],"irregular":[4],"sleep":[5,52,72],"patterns,":[6,27],"a":[7,17,32],"problem":[8],"that":[9,46,121,142,169,175,189,208],"negatively":[10],"affects":[11],"their":[12,98],"daily":[13],"lives.":[14],"It":[15],"presents":[16],"multitude":[18],"of":[19,29,34,58,67,211],"challenges,":[20],"including":[21],"daytime":[22],"distress,":[23],"disturbances":[24],"in":[25,70,202],"sleep-wake":[26],"feelings":[28],"unease,":[30],"and":[31,39,81,96,115,162,200,218,230],"variety":[33],"other":[35],"complications.":[36],"Diabetes,":[37],"obesity,":[38,80],"psychological":[40,82],"disorders":[41],"are":[42],"among":[43],"the":[44,55,64,122,133,138,143,154,160,164,170,177,182,190,197,204,209,214,221,227],"diseases":[45],"may":[47],"be":[48,226],"responsible":[49],"for":[50,233],"this":[51,59,234],"disorder.":[53],"Therefore,":[54],"primary":[56],"aim":[57],"research":[60,75,94,118,139,235],"is":[61,125,132,146,167,181],"to":[62,89,225],"employ":[63],"robust":[65],"capabilities":[66],"machine":[68],"learning":[69,91],"forecasting":[71],"disorders.":[73],"This":[74,206],"classifies":[76],"three":[77],"diseases:":[78],"diabetes,":[79],"disorders,":[83],"using":[84],"thirty-two":[85],"different":[86],"classifiers":[87],"belonging":[88],"five":[90],"strategies.":[92],"The":[93,104,117],"compares":[95],"evaluates":[97],"predictive":[99],"performance":[100],"on":[101],"four":[102,108],"datasets.":[103],"comparative":[105],"analysis":[106],"includes":[107],"evaluation":[109],"metrics:":[110],"Accuracy,":[111],"Precision,":[112],"ROC":[113],"Area,":[114],"MCC.":[116],"results":[119,140],"indicate":[120],"best":[123,144,171],"classifier":[124],"SGD,":[126],"followed":[127,148],"by":[128,149],"LMT,":[129],"while":[130],"NBM":[131],"weakest":[134],"classifier.":[135],"In":[136],"addition,":[137],"revealed":[141],"strategy":[145,232],"Functions,":[147],"Rules,":[150],"with":[151],"Bayes":[152],"being":[153],"least":[155],"effective":[156],"strategy.":[157],"While":[158],"conducting":[159],"experiment":[161],"analyzing":[163],"data,":[165],"it":[166,185],"observed":[168],"feature":[172,215],"selection":[173,216],"method":[174],"yielded":[176],"most":[178,228],"favorable":[179],"outcome":[180],"CorrelationAttributeEval.":[183],"Furthermore,":[184],"has":[186],"been":[187],"found":[188],"classification":[191,222],"algorithm":[192,223],"known":[193],"as":[194,213,220],"SGD":[195,219],"achieved":[196],"highest":[198],"Accuracy":[199],"Precision":[201],"categorizing":[203],"data.":[205],"indicates":[207],"combination":[210],"CorrelationAttributeEval":[212],"approach":[217],"proved":[224],"successful":[229],"efficient":[231]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}