{"id":"https://openalex.org/W4408325970","doi":"https://doi.org/10.1109/dese63988.2024.10912020","title":"Impact of Outliers on Regression and Classification Models: An Empirical Analysis","display_name":"Impact of Outliers on Regression and Classification Models: An Empirical Analysis","publication_year":2024,"publication_date":"2024-11-06","ids":{"openalex":"https://openalex.org/W4408325970","doi":"https://doi.org/10.1109/dese63988.2024.10912020"},"language":"en","primary_location":{"id":"doi:10.1109/dese63988.2024.10912020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dese63988.2024.10912020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Conference on Development in eSystem Engineering (DeSE)","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/A5050454101","display_name":"Sam Ansari","orcid":"https://orcid.org/0000-0003-3735-4972"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Sam Ansari","raw_affiliation_strings":["Research Institute of Science and Engineering, University of Sharjah,Sharjah,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Research Institute of Science and Engineering, University of Sharjah,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002628427","display_name":"Ali Bou Nassif","orcid":"https://orcid.org/0000-0003-1570-0897"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ali Bou Nassif","raw_affiliation_strings":["University of Sharjah,Department of Computer Engineering,Sharjah,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Computer Engineering,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001164203","display_name":"Soliman A. Mahmoud","orcid":"https://orcid.org/0000-0003-0581-1796"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Soliman Mahmoud","raw_affiliation_strings":["University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000482651","display_name":"Sohaib Majzoub","orcid":"https://orcid.org/0000-0003-3196-2635"},"institutions":[{"id":"https://openalex.org/I4210153389","display_name":"American University of Ras Al Khaimah","ror":"https://ror.org/0440yjn92","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210153389"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Sohaib Majzoub","raw_affiliation_strings":["University of Khorfakkan,Khorfakkan,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Khorfakkan,Khorfakkan,United Arab Emirates","institution_ids":["https://openalex.org/I4210153389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016604118","display_name":"Eqab Almajali","orcid":"https://orcid.org/0000-0003-1289-7903"},"institutions":[{"id":"https://openalex.org/I4210153389","display_name":"American University of Ras Al Khaimah","ror":"https://ror.org/0440yjn92","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210153389"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Eqab Almajali","raw_affiliation_strings":["University of Khorfakkan,Khorfakkan,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Khorfakkan,Khorfakkan,United Arab Emirates","institution_ids":["https://openalex.org/I4210153389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075083686","display_name":"Anwar Jarndal","orcid":"https://orcid.org/0000-0002-1873-2088"},"institutions":[{"id":"https://openalex.org/I4210153389","display_name":"American University of Ras Al Khaimah","ror":"https://ror.org/0440yjn92","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210153389"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Anwar Jarndal","raw_affiliation_strings":["University of Khorfakkan,Khorfakkan,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Khorfakkan,Khorfakkan,United Arab Emirates","institution_ids":["https://openalex.org/I4210153389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009450763","display_name":"Talal Bonny","orcid":"https://orcid.org/0000-0003-1111-0304"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Talal Bonny","raw_affiliation_strings":["University of Sharjah,Department of Computer Engineering,Sharjah,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Computer Engineering,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086105087","display_name":"Khawla A. Alnajjar","orcid":"https://orcid.org/0000-0002-4218-9687"},"institutions":[{"id":"https://openalex.org/I4210153389","display_name":"American University of Ras Al Khaimah","ror":"https://ror.org/0440yjn92","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210153389"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Khawla A. Alnajjar","raw_affiliation_strings":["University of Khorfakkan,Khorfakkan,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Khorfakkan,Khorfakkan,United Arab Emirates","institution_ids":["https://openalex.org/I4210153389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025789067","display_name":"Abir Hussain","orcid":"https://orcid.org/0000-0001-8413-0045"},"institutions":[{"id":"https://openalex.org/I4210153389","display_name":"American University of Ras Al Khaimah","ror":"https://ror.org/0440yjn92","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210153389"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Abir Hussain","raw_affiliation_strings":["University of Khorfakkan,Khorfakkan,United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"University of Khorfakkan,Khorfakkan,United Arab Emirates","institution_ids":["https://openalex.org/I4210153389"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5050454101"],"corresponding_institution_ids":["https://openalex.org/I29891158"],"apc_list":null,"apc_paid":null,"fwci":2.2657,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.89536471,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"211","last_page":"218"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models","score":0.16110000014305115,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models","score":0.16110000014305115,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.6921642422676086},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6384941339492798},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.5338771343231201},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4551742374897003},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.43988433480262756},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3755604326725006},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34759119153022766},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.30790141224861145},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2066139280796051}],"concepts":[{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.6921642422676086},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6384941339492798},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5338771343231201},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4551742374897003},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.43988433480262756},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3755604326725006},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34759119153022766},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30790141224861145},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2066139280796051}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dese63988.2024.10912020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dese63988.2024.10912020","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Conference on Development in eSystem Engineering (DeSE)","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":28,"referenced_works":["https://openalex.org/W1963581687","https://openalex.org/W1964168965","https://openalex.org/W1967320885","https://openalex.org/W2002344122","https://openalex.org/W2003258289","https://openalex.org/W2019207321","https://openalex.org/W2056972503","https://openalex.org/W2125757763","https://openalex.org/W2137130182","https://openalex.org/W2564294811","https://openalex.org/W2884586244","https://openalex.org/W2982165882","https://openalex.org/W3015777591","https://openalex.org/W3091873932","https://openalex.org/W3181687612","https://openalex.org/W3186949065","https://openalex.org/W4206165574","https://openalex.org/W4221014924","https://openalex.org/W4242841269","https://openalex.org/W4285227562","https://openalex.org/W4300402905","https://openalex.org/W4386609216","https://openalex.org/W4391092657","https://openalex.org/W4399682222","https://openalex.org/W6603834347","https://openalex.org/W6632267817","https://openalex.org/W6678449394","https://openalex.org/W6682217322"],"related_works":["https://openalex.org/W31220157","https://openalex.org/W2312753042","https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W3186837933","https://openalex.org/W2368989808","https://openalex.org/W1969346022","https://openalex.org/W2034959125","https://openalex.org/W2355687852"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"the":[3,16,19,36,73,80,98,106,135,141,149,161],"proliferation":[4],"of":[5,18,21,38,100,110,125,137,143,152,165],"data":[6,32,57,81,88],"and":[7,40,77,90,102,108,115,120,139,163],"sensor":[8],"measurements":[9],"in":[10,118,160],"various":[11,111],"scientific":[12],"fields,":[13],"particularly":[14],"within":[15,72],"realm":[17],"Internet":[20],"Things,":[22],"has":[23],"opened":[24],"new":[25],"avenues":[26],"for":[27,86],"knowledge":[28],"extraction":[29],"through":[30],"advanced":[31],"analysis":[33],"techniques.":[34],"However,":[35],"presence":[37],"outliers":[39,101,138],"anomalies":[41],"poses":[42],"significant":[43],"challenges,":[44],"leading":[45],"to":[46,133],"inaccuracies":[47],"that":[48,59],"can":[49],"compromise":[50],"analytical":[51,166],"outcomes.":[52],"Outliers":[53],"are":[54,84],"defined":[55],"as":[56],"points":[58],"deviate":[60],"markedly":[61],"from":[62,67],"other":[63],"observations,":[64],"often":[65],"resulting":[66],"measurement":[68],"errors":[69],"or":[70],"inconsistencies":[71],"dataset.":[74],"Their":[75],"detection":[76,104],"removal":[78],"during":[79],"cleaning":[82],"process":[83],"crucial":[85],"enhancing":[87],"quality":[89],"ensuring":[91],"robust":[92],"analysis.":[93],"This":[94],"study":[95],"systematically":[96],"investigates":[97],"impact":[99],"their":[103],"on":[105,130],"accuracy":[107,162],"performance":[109,142],"machine":[112],"learning":[113],"algorithms":[114],"statistical":[116],"models":[117],"regression":[119],"classification":[121],"tasks.":[122],"A":[123],"series":[124],"MATLAB":[126],"simulations":[127],"is":[128],"conducted":[129],"standard":[131],"datasets":[132],"evaluate":[134],"effects":[136],"validate":[140],"different":[144],"methodologies.":[145],"The":[146],"findings":[147],"highlight":[148],"critical":[150],"importance":[151],"effective":[153],"outlier":[154],"detection,":[155],"demonstrating":[156],"a":[157],"marked":[158],"improvement":[159],"reliability":[164],"results.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
