{"id":"https://openalex.org/W2549445631","doi":"https://doi.org/10.1109/fuzz-ieee.2016.7737914","title":"Uncertain training data set conceptual reduction: A machine learning perspective","display_name":"Uncertain training data set conceptual reduction: A machine learning perspective","publication_year":2016,"publication_date":"2016-07-01","ids":{"openalex":"https://openalex.org/W2549445631","doi":"https://doi.org/10.1109/fuzz-ieee.2016.7737914","mag":"2549445631"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee.2016.7737914","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2016.7737914","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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/A5003628190","display_name":"Eman Rezk","orcid":"https://orcid.org/0000-0002-0266-480X"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Eman Rezk","raw_affiliation_strings":["Department of Computer Science and Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061273658","display_name":"Syrinne Babi","orcid":null},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Syrinne Babi","raw_affiliation_strings":["Department of Computer Science and Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055314731","display_name":"Fahad Islam","orcid":"https://orcid.org/0000-0002-0219-3809"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Fahad Islam","raw_affiliation_strings":["Department of Computer Science and Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014620418","display_name":"Ali Jaoua","orcid":"https://orcid.org/0000-0001-6578-8191"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ali Jaoua","raw_affiliation_strings":["Department of Computer Science and Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003628190"],"corresponding_institution_ids":["https://openalex.org/I60342839"],"apc_list":null,"apc_paid":null,"fwci":0.6969,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.75900832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1842","last_page":"1849"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.7163373827934265},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6667883992195129},{"id":"https://openalex.org/keywords/data-reduction","display_name":"Data reduction","score":0.6002384424209595},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5136951208114624},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.511228084564209},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5102574825286865},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48549702763557434},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.47216150164604187},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4516148865222931},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.44895872473716736},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4337994456291199},{"id":"https://openalex.org/keywords/rough-set","display_name":"Rough set","score":0.4293319284915924},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24712267518043518}],"concepts":[{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.7163373827934265},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6667883992195129},{"id":"https://openalex.org/C153914771","wikidata":"https://www.wikidata.org/wiki/Q5227343","display_name":"Data reduction","level":2,"score":0.6002384424209595},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5136951208114624},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.511228084564209},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5102574825286865},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48549702763557434},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.47216150164604187},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4516148865222931},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.44895872473716736},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4337994456291199},{"id":"https://openalex.org/C111012933","wikidata":"https://www.wikidata.org/wiki/Q3137210","display_name":"Rough set","level":2,"score":0.4293319284915924},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24712267518043518},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fuzz-ieee.2016.7737914","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2016.7737914","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/18262","is_oa":false,"landing_page_url":"http://hdl.handle.net/10576/18262","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W15220754","https://openalex.org/W85606319","https://openalex.org/W237957159","https://openalex.org/W1488417018","https://openalex.org/W1502954553","https://openalex.org/W1503729935","https://openalex.org/W1537955876","https://openalex.org/W1569990199","https://openalex.org/W1570448133","https://openalex.org/W1570806034","https://openalex.org/W1571341547","https://openalex.org/W1602392614","https://openalex.org/W1661871015","https://openalex.org/W1709855311","https://openalex.org/W1772047545","https://openalex.org/W1881756506","https://openalex.org/W1963784540","https://openalex.org/W1974165015","https://openalex.org/W1975980892","https://openalex.org/W1988282078","https://openalex.org/W2006612158","https://openalex.org/W2010771115","https://openalex.org/W2019822293","https://openalex.org/W2024443169","https://openalex.org/W2031344315","https://openalex.org/W2036999777","https://openalex.org/W2060542593","https://openalex.org/W2076542264","https://openalex.org/W2077183117","https://openalex.org/W2082173396","https://openalex.org/W2087307984","https://openalex.org/W2098722539","https://openalex.org/W2100241114","https://openalex.org/W2128286266","https://openalex.org/W2131150666","https://openalex.org/W2162364423","https://openalex.org/W2166549982","https://openalex.org/W2266772167","https://openalex.org/W2289863939","https://openalex.org/W2552683379","https://openalex.org/W4285719527","https://openalex.org/W6609286201","https://openalex.org/W6629080764","https://openalex.org/W6636041306","https://openalex.org/W6636914306","https://openalex.org/W6639586388","https://openalex.org/W6674928220","https://openalex.org/W6679092454","https://openalex.org/W6696259876","https://openalex.org/W6730027970"],"related_works":["https://openalex.org/W2392963705","https://openalex.org/W2107349454","https://openalex.org/W2382278777","https://openalex.org/W2167403502","https://openalex.org/W2978519593","https://openalex.org/W2102746356","https://openalex.org/W2123662875","https://openalex.org/W4390066334","https://openalex.org/W1570939702","https://openalex.org/W4210425385"],"abstract_inverted_index":{"Knowledge":[0],"discovery":[1],"from":[2],"data":[3,24,40,45,60,84,117,129,165,186,191],"is":[4,25,55,81,113],"a":[5,103,149],"challenging":[6],"problem":[7],"that":[8,43,69,119,172],"has":[9,192],"significant":[10],"importance":[11],"in":[12,33,73,127,180],"many":[13],"different":[14],"fields":[15],"such":[16],"as":[17],"biology,":[18],"economics":[19],"and":[20,27,163,199],"social":[21],"sciences.":[22],"Real-world":[23],"incomplete":[26],"ambiguous;":[28],"moreover,":[29],"its":[30],"rapid":[31],"increase":[32],"size":[34,166],"complicates":[35],"the":[36,88,121,189,193],"analysis":[37,76],"process.":[38],"Therefore,":[39],"reduction":[41,65,118,130,135,146],"techniques":[42],"consider":[44],"uncertainty":[46],"are":[47,67,70],"highly":[48],"required.":[49],"In":[50],"this":[51],"paper,":[52],"our":[53,177],"objective":[54],"to":[56,140,170],"conceptually":[57],"reduce":[58],"uncertain":[59],"without":[61],"losing":[62],"information.":[63],"Two":[64],"methods":[66,136,178],"proposed":[68],"mainly":[71],"rooted":[72],"formal":[74,108],"concept":[75],"theory.":[77],"The":[78,110],"first":[79],"method":[80,112],"targeting":[82],"approximate":[83,107],"reduction;":[85],"it":[86],"uses":[87],"result":[89,179],"of":[90,102,123,153,195],"Baixeries":[91],"et":[92,125],"al.":[93,126],"for":[94],"detecting":[95],"functional":[96],"dependencies":[97],"by":[98],"transforming":[99],"an":[100,106],"instance":[101],"database":[104],"into":[105],"context.":[109],"second":[111],"based":[114,145],"on":[115],"fuzzy":[116,128],"employs":[120],"algorithm":[122],"Elloumi":[124],"using":[131,176],"Lukasiewicz":[132],"logic.":[133],"These":[134],"have":[137,167],"been":[138,168],"compared":[139],"three":[141],"other":[142],"machine":[143],"learning":[144],"algorithms":[147],"through":[148],"classification":[150],"case":[151],"study":[152],"breast":[154],"cancer":[155],"data.":[156],"Classification":[157],"accuracy,":[158],"root":[159],"mean":[160],"square":[161],"error":[162],"reduced":[164,173,190],"reported":[169],"show":[171],"training":[174],"sets":[175],"very":[181],"accurate":[182],"classifiers":[183],"with":[184],"minimal":[185],"size.":[187],"Moreover,":[188],"advantage":[194],"decreasing":[196],"communication":[197],"time":[198],"memory":[200],"space.":[201]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-25T21:42:39.735039","created_date":"2025-10-10T00:00:00"}