{"id":"https://openalex.org/W2907177309","doi":"https://doi.org/10.1109/cist.2018.8596389","title":"A Study of Handling Missing Data Methods for Big Data","display_name":"A Study of Handling Missing Data Methods for Big Data","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2907177309","doi":"https://doi.org/10.1109/cist.2018.8596389","mag":"2907177309"},"language":"en","primary_location":{"id":"doi:10.1109/cist.2018.8596389","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cist.2018.8596389","pdf_url":null,"source":{"id":"https://openalex.org/S4306498311","display_name":"2018 IEEE 5th International Congress on Information Science and Technology (CiSt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 5th International Congress on Information Science and Technology (CiSt)","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/A5057488798","display_name":"Imane Ezzine","orcid":null},"institutions":[{"id":"https://openalex.org/I127336678","display_name":"Ecole Mohammadia d'Ing\u00e9nieurs","ror":"https://ror.org/00md3qm14","country_code":"MA","type":"education","lineage":["https://openalex.org/I127336678"]},{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Imane Ezzine","raw_affiliation_strings":["Ecole Mohammadia d'Inge\u00e9nieurs Mohammed V University in, Rabat Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Ecole Mohammadia d'Inge\u00e9nieurs Mohammed V University in, Rabat Rabat, Morocco","institution_ids":["https://openalex.org/I127336678","https://openalex.org/I126477371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081633019","display_name":"La\u00efla Benhlima","orcid":"https://orcid.org/0000-0002-0680-5470"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]},{"id":"https://openalex.org/I127336678","display_name":"Ecole Mohammadia d'Ing\u00e9nieurs","ror":"https://ror.org/00md3qm14","country_code":"MA","type":"education","lineage":["https://openalex.org/I127336678"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Laila Benhlima","raw_affiliation_strings":["Ecole Mohammadia d'Inge\u00e9nieurs Mohammed V University in, Rabat Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Ecole Mohammadia d'Inge\u00e9nieurs Mohammed V University in, Rabat Rabat, Morocco","institution_ids":["https://openalex.org/I127336678","https://openalex.org/I126477371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5057488798"],"corresponding_institution_ids":["https://openalex.org/I126477371","https://openalex.org/I127336678"],"apc_list":null,"apc_paid":null,"fwci":2.5409,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.90324025,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"498","last_page":"501"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9921000003814697,"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"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9919000267982483,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.8493220806121826},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.8411494493484497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7939554452896118},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.7074907422065735},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5729554295539856},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.561673641204834},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5450449585914612},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5205672383308411},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4714444875717163},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.46479859948158264},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2555791139602661},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.10241761803627014},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1013447642326355}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8493220806121826},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.8411494493484497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7939554452896118},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.7074907422065735},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5729554295539856},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.561673641204834},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5450449585914612},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5205672383308411},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4714444875717163},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.46479859948158264},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2555791139602661},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.10241761803627014},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1013447642326355},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cist.2018.8596389","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cist.2018.8596389","pdf_url":null,"source":{"id":"https://openalex.org/S4306498311","display_name":"2018 IEEE 5th International Congress on Information Science and Technology (CiSt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 5th International Congress on Information Science and Technology (CiSt)","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":17,"referenced_works":["https://openalex.org/W320778417","https://openalex.org/W934150549","https://openalex.org/W1610496399","https://openalex.org/W1981987056","https://openalex.org/W2032510388","https://openalex.org/W2034489756","https://openalex.org/W2064186732","https://openalex.org/W2065000833","https://openalex.org/W2073116371","https://openalex.org/W2099534828","https://openalex.org/W2139381960","https://openalex.org/W2245479382","https://openalex.org/W2471925832","https://openalex.org/W2581082906","https://openalex.org/W2612795799","https://openalex.org/W3151725311","https://openalex.org/W4211029301"],"related_works":["https://openalex.org/W2891888580","https://openalex.org/W2215544391","https://openalex.org/W4213040784","https://openalex.org/W4210350690","https://openalex.org/W2135768893","https://openalex.org/W176219849","https://openalex.org/W3021414116","https://openalex.org/W3081133439","https://openalex.org/W4386246791","https://openalex.org/W2945537679"],"abstract_inverted_index":{"Improving":[0],"data":[1,14,27,37,45,74,99,102],"quality":[2,28,55],"is":[3,16,22,46],"not":[4],"a":[5,17,23],"recent":[6],"field":[7],"but":[8],"in":[9,68,100],"the":[10,33,49,54],"context":[11],"of":[12,35,48,56,76,91],"big":[13,36,82,101],"this":[15],"challenging":[18],"area":[19],"as":[20],"there":[21],"crucial":[24],"need":[25],"for":[26,30,96],"to,":[29],"example,":[31],"increase":[32],"accuracy":[34],"analytics":[38],"or":[39],"avoid":[40],"storing":[41],"redundant":[42],"data.":[43,57,83],"Missing":[44],"one":[47],"major":[50],"problem":[51],"that":[52,64],"faces":[53],"There":[58],"are":[59],"several":[60],"methods":[61,93],"and":[62,94],"approaches":[63,95],"have":[65,78],"been":[66,79],"used":[67],"relational":[69],"databases":[70],"to":[71,81,87],"handle":[72],"missing":[73,98],"most":[75],"which":[77],"adapted":[80],"This":[84],"paper":[85],"aims":[86],"provide":[88],"an":[89],"overview":[90],"some":[92],"handling":[97],"contexts.":[103]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":1}],"updated_date":"2026-01-20T17:24:06.736184","created_date":"2025-10-10T00:00:00"}