{"id":"https://openalex.org/W4407638205","doi":"https://doi.org/10.1109/acit62805.2024.10877168","title":"Criteria-based Unsupervised Feature Selection Techniques: A Comparative Study Over Chest CT Scan","display_name":"Criteria-based Unsupervised Feature Selection Techniques: A Comparative Study Over Chest CT Scan","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4407638205","doi":"https://doi.org/10.1109/acit62805.2024.10877168"},"language":"en","primary_location":{"id":"doi:10.1109/acit62805.2024.10877168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877168","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/A5094179256","display_name":"Shrouq Al-Daja","orcid":"https://orcid.org/0009-0006-9811-1949"},"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":"Shrouq Al-Daja","raw_affiliation_strings":["Zarqa University,Data Science & AI Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Data Science & AI Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094179257","display_name":"Ala\u2019 Alyabrodi","orcid":"https://orcid.org/0009-0001-4297-3340"},"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":"Ala\u2019 Alyabrodi","raw_affiliation_strings":["Zarqa University,Cyber Security Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Cyber Security Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022670644","display_name":"Abdallah Moubayed","orcid":"https://orcid.org/0000-0002-1476-164X"},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdallah Moubayed","raw_affiliation_strings":["King Fahd University of Petroleum & Minerals,Interdisciplinary Research Center for Intelligent Secure Systems,Computer Engineering Department,Dhahran,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum & Minerals,Interdisciplinary Research Center for Intelligent Secure Systems,Computer Engineering Department,Dhahran,Saudi Arabia","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006496852","display_name":"MohammadNoor Injadat","orcid":"https://orcid.org/0000-0003-1959-0058"},"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":"MohammadNoor Injadat","raw_affiliation_strings":["Zarqa University,Data Science & AI Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Data Science & AI Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"last","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"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5094179256"],"corresponding_institution_ids":["https://openalex.org/I153687341"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38037303,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8899000287055969,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8899000287055969,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.7813000082969666,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/computer-science","display_name":"Computer science","score":0.6646867990493774},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.632495641708374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6003892421722412},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.591202437877655},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5084508657455444},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"Computed tomography","score":0.4396357536315918},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43243247270584106},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.23909679055213928},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.16992610692977905}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6646867990493774},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.632495641708374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6003892421722412},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.591202437877655},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5084508657455444},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.4396357536315918},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43243247270584106},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.23909679055213928},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16992610692977905},{"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/acit62805.2024.10877168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877168","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/5","display_name":"Gender equality","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1487321909","https://openalex.org/W2084376194","https://openalex.org/W2092939357","https://openalex.org/W2188030589","https://openalex.org/W2583997959","https://openalex.org/W2911627187","https://openalex.org/W2965743638","https://openalex.org/W2983132969","https://openalex.org/W2990280407","https://openalex.org/W3004785246","https://openalex.org/W3005931683","https://openalex.org/W3014135750","https://openalex.org/W4212846044","https://openalex.org/W4312879927","https://openalex.org/W4315473677","https://openalex.org/W4383218272","https://openalex.org/W4384525165","https://openalex.org/W4384947764","https://openalex.org/W4385277632","https://openalex.org/W4385306574","https://openalex.org/W4386472969","https://openalex.org/W4389231539","https://openalex.org/W4389748784","https://openalex.org/W4392160106","https://openalex.org/W4392905543","https://openalex.org/W4392905563","https://openalex.org/W4392905574","https://openalex.org/W4392905585","https://openalex.org/W4393169980","https://openalex.org/W4393619524","https://openalex.org/W4395478176","https://openalex.org/W4400771146","https://openalex.org/W4401495942","https://openalex.org/W6756433155"],"related_works":["https://openalex.org/W4205762803","https://openalex.org/W2535856026","https://openalex.org/W2265065644","https://openalex.org/W3147584709","https://openalex.org/W2134699697","https://openalex.org/W3017188156","https://openalex.org/W2322875716","https://openalex.org/W2977677679","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Research":[0],"on":[1,139],"classifying":[2],"chest":[3],"CT":[4],"scans":[5],"as":[6,47],"normal":[7],"or":[8],"abnormal":[9],"using":[10],"machine":[11],"learning":[12,15],"and":[13,33,51,73,101,137],"deep":[14],"has":[16],"garnered":[17],"significant":[18,141],"attention.":[19],"To":[20],"address":[21],"this,":[22],"various":[23],"feature":[24,48,86,129,135],"selection":[25,136],"(FS)":[26],"methods":[27],"are":[28,111],"employed":[29],"to":[30,42,96,132,144],"reduce":[31],"dimensionality":[32],"identify":[34],"key":[35],"features.":[36],"This":[37],"paper":[38],"evaluates":[39],"criteria":[40,75],"tailored":[41],"unsupervised":[43],"binary":[44],"datasets,":[45],"such":[46],"subsets,":[49],"redundancy,":[50,102],"diversity,":[52],"by":[53,76],"comparing":[54,77],"Mutual":[55],"Information-Based":[56],"Methods":[57,79],"(MI)":[58],"with":[59,80],"Clustering-Based":[60],"Feature":[61,82],"Selection":[62],"(Agglomerative":[63],"Clustering)":[64],"ones.":[65],"Additionally,":[66],"it":[67],"examines":[68],"Graph":[69],"Structure,":[70],"Spectral":[71,81],"Properties,":[72],"Quality":[74],"Graph-Based":[78,120],"Selection-be":[83],"(SPEC).":[84],"For":[85],"reduction,":[87],"Agglomerative":[88,113],"Clustering":[89,114],"may":[90],"offer":[91],"a":[92],"slight":[93],"advantage":[94],"due":[95,131],"better":[97],"handling":[98],"of":[99],"diversity":[100],"though":[103],"the":[104],"difference":[105],"is":[106,125],"minimal.":[107],"If":[108],"these":[109],"aspects":[110],"crucial,":[112],"might":[115],"be":[116],"preferred.":[117],"Conversely,":[118],"for":[119,128],"vs.":[121],"SPEC,":[122],"SPEC":[123],"Method":[124],"more":[126],"suitable":[127],"reduction":[130],"its":[133],"coherent":[134],"focus":[138],"capturing":[140],"patterns":[142],"related":[143],"medical":[145],"interventions.":[146]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}