{"id":"https://openalex.org/W2546479897","doi":"https://doi.org/10.3233/aic-160710","title":"A survey on pre-processing techniques: Relevant issues in the context of environmental data mining","display_name":"A survey on pre-processing techniques: Relevant issues in the context of environmental data mining","publication_year":2016,"publication_date":"2016-11-04","ids":{"openalex":"https://openalex.org/W2546479897","doi":"https://doi.org/10.3233/aic-160710","mag":"2546479897"},"language":"en","primary_location":{"id":"doi:10.3233/aic-160710","is_oa":true,"landing_page_url":"https://doi.org/10.3233/aic-160710","pdf_url":"https://content.iospress.com:443/download/ai-communications/aic710?id=ai-communications%2Faic710","source":{"id":"https://openalex.org/S176303223","display_name":"AI Communications","issn_l":"0921-7126","issn":["0921-7126","1875-8452"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Communications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://content.iospress.com:443/download/ai-communications/aic710?id=ai-communications%2Faic710","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020268190","display_name":"Karina Gibert","orcid":"https://orcid.org/0000-0002-8542-3509"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Karina Gibert","raw_affiliation_strings":["Knowledge Engineering and Machine Learning Group, Department of Statistics and Operation Research, Universitat Polit\u00e8cnica de Catalunya-BarcelonaTech, Barcelona, Catalonia, Spain"],"affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Machine Learning Group, Department of Statistics and Operation Research, Universitat Polit\u00e8cnica de Catalunya-BarcelonaTech, Barcelona, Catalonia, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106178964","display_name":"Miquel S\u00e0nchez\u2013Marr\u00e8","orcid":"https://orcid.org/0000-0001-9848-5779"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miquel S\u00e0nchez\u2013Marr\u00e8","raw_affiliation_strings":["Knowledge Engineering and Machine Learning Group, Computer Science Department, Universitat Polit\u00e8cnica de Catalunya-BarcelonaTech, Barcelona, Catalonia, Spain"],"affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Machine Learning Group, Computer Science Department, Universitat Polit\u00e8cnica de Catalunya-BarcelonaTech, Barcelona, Catalonia, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069614673","display_name":"Joaqu\u00edn Izquierdo","orcid":"https://orcid.org/0000-0002-6625-7226"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Joaqu\u00edn Izquierdo","raw_affiliation_strings":["Fluing-IMM Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Fluing-IMM Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020268190"],"corresponding_institution_ids":["https://openalex.org/I9617848"],"apc_list":null,"apc_paid":null,"fwci":5.3008,"has_fulltext":true,"cited_by_count":73,"citation_normalized_percentile":{"value":0.95941967,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"29","issue":"6","first_page":"627","last_page":"663"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.991599977016449,"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/computer-science","display_name":"Computer science","score":0.8921835422515869},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6474432349205017},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.6255859732627869},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5968480706214905},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.5877242684364319},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.533105731010437},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5276673436164856},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.481720507144928},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.4231325685977936},{"id":"https://openalex.org/keywords/reading","display_name":"Reading (process)","score":0.4131518006324768},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36603987216949463},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3421841859817505},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12102305889129639}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8921835422515869},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6474432349205017},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.6255859732627869},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5968480706214905},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.5877242684364319},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.533105731010437},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5276673436164856},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.481720507144928},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.4231325685977936},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.4131518006324768},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36603987216949463},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3421841859817505},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12102305889129639},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"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/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3233/aic-160710","is_oa":true,"landing_page_url":"https://doi.org/10.3233/aic-160710","pdf_url":"https://content.iospress.com:443/download/ai-communications/aic710?id=ai-communications%2Faic710","source":{"id":"https://openalex.org/S176303223","display_name":"AI Communications","issn_l":"0921-7126","issn":["0921-7126","1875-8452"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Communications","raw_type":"journal-article"},{"id":"pmh:oai:recercat.cat:2072/335343","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/123530","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/submittedVersion"},{"id":"pmh:oai:upcommons.upc.edu:2117/123530","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/123530","pdf_url":null,"source":{"id":"https://openalex.org/S4210207057","display_name":"QRU Quaderns de Recerca en Urbanisme","issn_l":"2014-9689","issn":["2014-9689","2385-6777"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310322448","host_organization_name":"Q71272178","host_organization_lineage":["https://openalex.org/P4310322448"],"host_organization_lineage_names":["Q71272178"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:riunet.upv.es:10251/82753","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/82753","pdf_url":null,"source":{"id":"https://openalex.org/S4306401500","display_name":"RiuNet (Politechnical University of Valencia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3233/aic-160710","is_oa":true,"landing_page_url":"https://doi.org/10.3233/aic-160710","pdf_url":"https://content.iospress.com:443/download/ai-communications/aic710?id=ai-communications%2Faic710","source":{"id":"https://openalex.org/S176303223","display_name":"AI Communications","issn_l":"0921-7126","issn":["0921-7126","1875-8452"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Communications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2546479897.pdf","grobid_xml":"https://content.openalex.org/works/W2546479897.grobid-xml"},"referenced_works_count":239,"referenced_works":["https://openalex.org/W4876512","https://openalex.org/W10253414","https://openalex.org/W11251409","https://openalex.org/W92180178","https://openalex.org/W103324506","https://openalex.org/W110173923","https://openalex.org/W124008658","https://openalex.org/W129305155","https://openalex.org/W138891465","https://openalex.org/W140777655","https://openalex.org/W148459539","https://openalex.org/W199928093","https://openalex.org/W202471284","https://openalex.org/W571770348","https://openalex.org/W593727409","https://openalex.org/W654190518","https://openalex.org/W883885592","https://openalex.org/W1485955713","https://openalex.org/W1493957950","https://openalex.org/W1496351645","https://openalex.org/W1497078786","https://openalex.org/W1504694836","https://openalex.org/W1513838499","https://openalex.org/W1520960050","https://openalex.org/W1523590985","https://openalex.org/W1523646822","https://openalex.org/W1523948073","https://openalex.org/W1523989055","https://openalex.org/W1530010412","https://openalex.org/W1530612431","https://openalex.org/W1533198000","https://openalex.org/W1534477342","https://openalex.org/W1534519688","https://openalex.org/W1545533962","https://openalex.org/W1556024794","https://openalex.org/W1557923305","https://openalex.org/W1560107318","https://openalex.org/W1570448133","https://openalex.org/W1571313647","https://openalex.org/W1581499779","https://openalex.org/W1583700199","https://openalex.org/W1588282782","https://openalex.org/W1593249691","https://openalex.org/W1594998971","https://openalex.org/W1678357956","https://openalex.org/W1680392829","https://openalex.org/W1730404227","https://openalex.org/W1780809910","https://openalex.org/W1808644423","https://openalex.org/W1827261456","https://openalex.org/W1849729440","https://openalex.org/W1861764418","https://openalex.org/W1919216911","https://openalex.org/W1941659294","https://openalex.org/W1947957290","https://openalex.org/W1963654454","https://openalex.org/W1964042173","https://openalex.org/W1969348937","https://openalex.org/W1970655212","https://openalex.org/W1973315244","https://openalex.org/W1977759064","https://openalex.org/W1978887356","https://openalex.org/W1982801133","https://openalex.org/W1986471774","https://openalex.org/W1987301751","https://openalex.org/W1989101118","https://openalex.org/W1992377140","https://openalex.org/W1993220166","https://openalex.org/W1994016303","https://openalex.org/W1994252348","https://openalex.org/W1994410331","https://openalex.org/W1994480364","https://openalex.org/W1994550352","https://openalex.org/W1997073273","https://openalex.org/W2000781869","https://openalex.org/W2002457254","https://openalex.org/W2003039497","https://openalex.org/W2004131797","https://openalex.org/W2004561649","https://openalex.org/W2008794359","https://openalex.org/W2009207944","https://openalex.org/W2009272467","https://openalex.org/W2011972735","https://openalex.org/W2013021834","https://openalex.org/W2013058666","https://openalex.org/W2013694025","https://openalex.org/W2014794428","https://openalex.org/W2014826808","https://openalex.org/W2014915963","https://openalex.org/W2016159616","https://openalex.org/W2017337590","https://openalex.org/W2018296386","https://openalex.org/W2019184903","https://openalex.org/W2024649846","https://openalex.org/W2025320861","https://openalex.org/W2029966875","https://openalex.org/W2036804696","https://openalex.org/W2039814708","https://openalex.org/W2040010062","https://openalex.org/W2044758663","https://openalex.org/W2045171284","https://openalex.org/W2048997388","https://openalex.org/W2050050052","https://openalex.org/W2051958212","https://openalex.org/W2054333648","https://openalex.org/W2056168656","https://openalex.org/W2060235816","https://openalex.org/W2060542593","https://openalex.org/W2061480162","https://openalex.org/W2065004162","https://openalex.org/W2065105535","https://openalex.org/W2065143564","https://openalex.org/W2066883679","https://openalex.org/W2067082188","https://openalex.org/W2069179738","https://openalex.org/W2072829559","https://openalex.org/W2080953444","https://openalex.org/W2086916198","https://openalex.org/W2087327261","https://openalex.org/W2088658068","https://openalex.org/W2090316360","https://openalex.org/W2094308414","https://openalex.org/W2096849238","https://openalex.org/W2096942889","https://openalex.org/W2097681719","https://openalex.org/W2097726431","https://openalex.org/W2099322651","https://openalex.org/W2100358124","https://openalex.org/W2100495367","https://openalex.org/W2100868734","https://openalex.org/W2101013675","https://openalex.org/W2102831150","https://openalex.org/W2103640737","https://openalex.org/W2104499761","https://openalex.org/W2104715395","https://openalex.org/W2105000755","https://openalex.org/W2107686700","https://openalex.org/W2110720155","https://openalex.org/W2111529642","https://openalex.org/W2113121867","https://openalex.org/W2113840682","https://openalex.org/W2113890143","https://openalex.org/W2114562722","https://openalex.org/W2114933215","https://openalex.org/W2114968414","https://openalex.org/W2116183273","https://openalex.org/W2116668538","https://openalex.org/W2116814040","https://openalex.org/W2118924197","https://openalex.org/W2119387367","https://openalex.org/W2120232668","https://openalex.org/W2122496402","https://openalex.org/W2122646361","https://openalex.org/W2123191275","https://openalex.org/W2123623606","https://openalex.org/W2123943207","https://openalex.org/W2124537254","https://openalex.org/W2124685890","https://openalex.org/W2125412267","https://openalex.org/W2130949063","https://openalex.org/W2132100155","https://openalex.org/W2132661907","https://openalex.org/W2133990480","https://openalex.org/W2135514714","https://openalex.org/W2135547590","https://openalex.org/W2138798794","https://openalex.org/W2139075905","https://openalex.org/W2140190241","https://openalex.org/W2142149251","https://openalex.org/W2143430537","https://openalex.org/W2144182447","https://openalex.org/W2144494168","https://openalex.org/W2146367839","https://openalex.org/W2147169507","https://openalex.org/W2147331906","https://openalex.org/W2148143831","https://openalex.org/W2150800840","https://openalex.org/W2150951683","https://openalex.org/W2151537585","https://openalex.org/W2152229927","https://openalex.org/W2152353172","https://openalex.org/W2153734103","https://openalex.org/W2154053567","https://openalex.org/W2155320616","https://openalex.org/W2156267802","https://openalex.org/W2156504490","https://openalex.org/W2156530876","https://openalex.org/W2156758690","https://openalex.org/W2157808941","https://openalex.org/W2158585626","https://openalex.org/W2158724449","https://openalex.org/W2159798994","https://openalex.org/W2162210260","https://openalex.org/W2162583212","https://openalex.org/W2164405136","https://openalex.org/W2165409713","https://openalex.org/W2167101736","https://openalex.org/W2167191085","https://openalex.org/W2169038408","https://openalex.org/W2171073562","https://openalex.org/W2256782633","https://openalex.org/W2294798173","https://openalex.org/W2338990760","https://openalex.org/W2502400135","https://openalex.org/W2507794764","https://openalex.org/W2523635132","https://openalex.org/W2583224584","https://openalex.org/W2585710262","https://openalex.org/W2760736243","https://openalex.org/W2795739367","https://openalex.org/W2889067824","https://openalex.org/W3014064419","https://openalex.org/W3015634246","https://openalex.org/W4205184193","https://openalex.org/W4205701142","https://openalex.org/W4206302131","https://openalex.org/W4235456164","https://openalex.org/W4237124485","https://openalex.org/W4238643044","https://openalex.org/W4239954780","https://openalex.org/W4244238212","https://openalex.org/W4285719527","https://openalex.org/W4292890447","https://openalex.org/W6600547436","https://openalex.org/W6601209515","https://openalex.org/W6608166869","https://openalex.org/W6631691190","https://openalex.org/W6633720257","https://openalex.org/W6636452427","https://openalex.org/W6637386731","https://openalex.org/W6637570865","https://openalex.org/W6674952872","https://openalex.org/W6677949993","https://openalex.org/W6682686508","https://openalex.org/W6682861564","https://openalex.org/W6684759661","https://openalex.org/W6727311480","https://openalex.org/W6738847827","https://openalex.org/W7019611884"],"related_works":["https://openalex.org/W2082438799","https://openalex.org/W3202554610","https://openalex.org/W2186437798","https://openalex.org/W138569904","https://openalex.org/W3021414116","https://openalex.org/W176219849","https://openalex.org/W2378386670","https://openalex.org/W2380699730","https://openalex.org/W4386427058","https://openalex.org/W755851594"],"abstract_inverted_index":{"One":[0],"of":[1,9,25,44,80,97,102,107],"the":[2,34,40,42,78,98,158,178],"important":[3],"issues":[4],"related":[5],"with":[6,143],"all":[7],"types":[8],"data":[10,14,18,20,29,52,89,103,138],"analysis,":[11,15],"either":[12],"statistical":[13],"machine":[16],"learning,":[17],"mining,":[19],"science":[21],"or":[22,59,72],"whatever":[23],"form":[24],"data-driven":[26],"modeling,":[27],"is":[28,92,95,121,140,177],"quality.":[30,90],"The":[31],"more":[32,179],"complex":[33],"reality":[35],"to":[36,146,165,183],"be":[37,66],"analyzed":[38],"is,":[39],"higher":[41],"risk":[43],"getting":[45],"low":[46],"quality":[47,79],"da":[48],"ta.":[49],"Unfortunately":[50],"real":[51],"often":[53],"contain":[54],"noise,":[55],"uncertainty,":[56],"errors,":[57],"redundancies":[58],"even":[60],"irrelevant":[61],"information.":[62],"Useless":[63],"models":[64],"will":[65],"obtained":[67],"when":[68],"built":[69],"over":[70,83],"incorrect":[71],"incomplete":[73],"data.":[74],"As":[75],"a":[76,128,144,166],"consequence,":[77],"decisions":[81],"made":[82],"these":[84],"models,":[85],"also":[86],"depends":[87],"on":[88,123,130,154,161],"This":[91],"why":[93],"pre-processing":[94,111,133,156],"one":[96,176],"most":[99,131],"critical":[100],"steps":[101,134],"analysis":[104,139],"in":[105,136],"any":[106],"its":[108],"forms.":[109],"However,":[110],"has":[112],"not":[113],"been":[114],"properly":[115],"systematized":[116],"yet,":[117],"and":[118],"little":[119],"research":[120],"focused":[122],"this.":[124],"In":[125],"this":[126],"paper":[127,159],"survey":[129],"popular":[132],"required":[135,182],"environmental":[137],"presented,":[141],"together":[142],"proposal":[145],"systematize":[147],"it.":[148],"Rather":[149],"than":[150],"providing":[151,162],"technical":[152],"details":[153],"specific":[155],"techniques,":[157],"focus":[160],"general":[163],"ideas":[164],"non-expert":[167],"user,":[168],"who,":[169],"after":[170],"reading":[171],"them,":[172],"can":[173],"decide":[174],"which":[175],"suitable":[180],"technique":[181],"solve":[184],"his/her":[185],"problem.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}