{"id":"https://openalex.org/W2033644761","doi":"https://doi.org/10.1109/ijcnn.2013.6707014","title":"Impute vs. Ignore: Missing values for prediction","display_name":"Impute vs. Ignore: Missing values for prediction","publication_year":2013,"publication_date":"2013-08-01","ids":{"openalex":"https://openalex.org/W2033644761","doi":"https://doi.org/10.1109/ijcnn.2013.6707014","mag":"2033644761"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2013.6707014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2013.6707014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2013 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/Impute_vs_Ignore_Missing_values_for_prediction/23112119","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101466146","display_name":"Qianyu Zhang","orcid":"https://orcid.org/0000-0002-3805-4480"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Qianyu Zhang","raw_affiliation_strings":["CSIRO, Intelligent Sensing and Systems Laboratory, Hobart, Australia","Intell. Sensing & Syst. Lab., CSIRO, Hobart, TAS, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO, Intelligent Sensing and Systems Laboratory, Hobart, Australia","institution_ids":["https://openalex.org/I1292875679"]},{"raw_affiliation_string":"Intell. Sensing & Syst. Lab., CSIRO, Hobart, TAS, Australia","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000151716","display_name":"Ashfaqur Rahman","orcid":"https://orcid.org/0000-0002-0236-5447"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ashfaqur Rahman","raw_affiliation_strings":["CSIRO, Intelligent Sensing and Systems Laboratory, Hobart, Australia","Intell. Sensing & Syst. Lab., CSIRO, Hobart, TAS, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO, Intelligent Sensing and Systems Laboratory, Hobart, Australia","institution_ids":["https://openalex.org/I1292875679"]},{"raw_affiliation_string":"Intell. Sensing & Syst. Lab., CSIRO, Hobart, TAS, Australia","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064885417","display_name":"Claire D\u2019Este","orcid":null},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Claire D'este","raw_affiliation_strings":["CSIRO, Intelligent Sensing and Systems Laboratory, Hobart, Australia","Intell. Sensing & Syst. Lab., CSIRO, Hobart, TAS, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO, Intelligent Sensing and Systems Laboratory, Hobart, Australia","institution_ids":["https://openalex.org/I1292875679"]},{"raw_affiliation_string":"Intell. Sensing & Syst. Lab., CSIRO, Hobart, TAS, Australia","institution_ids":["https://openalex.org/I1292875679"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101466146"],"corresponding_institution_ids":["https://openalex.org/I1292875679"],"apc_list":null,"apc_paid":null,"fwci":1.9775,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.88415451,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9965000152587891,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9965000152587891,"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/T10050","display_name":"Multi-Criteria Decision Making","score":0.9929999709129333,"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/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9922000169754028,"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/missing-data","display_name":"Missing data","score":0.9366090297698975},{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.8567076921463013},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.58475661277771},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4951848089694977},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.45134469866752625},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.30749833583831787},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19112753868103027}],"concepts":[{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.9366090297698975},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.8567076921463013},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.58475661277771},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4951848089694977},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.45134469866752625},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30749833583831787},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19112753868103027}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn.2013.6707014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2013.6707014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2013 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:ecite.utas.edu.au:116719","is_oa":false,"landing_page_url":"http://ecite.utas.edu.au/116719","pdf_url":null,"source":{"id":"https://openalex.org/S4306401569","display_name":"eCite Digital Repository (University of Tasmania)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I129801699","host_organization_name":"University of Tasmania","host_organization_lineage":["https://openalex.org/I129801699"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Non Refereed Conference Paper"},{"id":"pmh:oai:figshare.com:article/23112119","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Impute_vs_Ignore_Missing_values_for_prediction/23112119","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/23112119","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Impute_vs_Ignore_Missing_values_for_prediction/23112119","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"score":0.8299999833106995,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1610612296","https://openalex.org/W1817561967","https://openalex.org/W1992329416","https://openalex.org/W2044758663","https://openalex.org/W2046995465","https://openalex.org/W2059619857","https://openalex.org/W2081602615","https://openalex.org/W2117100923","https://openalex.org/W2122111042","https://openalex.org/W2123170466","https://openalex.org/W2133990480","https://openalex.org/W2134473739","https://openalex.org/W2134699177","https://openalex.org/W2146332392","https://openalex.org/W2149706766","https://openalex.org/W2159798994","https://openalex.org/W2168118654","https://openalex.org/W2188397702","https://openalex.org/W2313407065","https://openalex.org/W2912934387","https://openalex.org/W3004732066","https://openalex.org/W3120740533","https://openalex.org/W4212883601","https://openalex.org/W4236137412"],"related_works":["https://openalex.org/W2181530120","https://openalex.org/W4211215373","https://openalex.org/W2024529227","https://openalex.org/W1574575415","https://openalex.org/W3144172081","https://openalex.org/W3028371478","https://openalex.org/W2081476516","https://openalex.org/W2581984549","https://openalex.org/W3179858851","https://openalex.org/W3123177881"],"abstract_inverted_index":{"Sensor":[0],"faults":[1],"or":[2],"communication":[3],"errors":[4],"can":[5,75],"cause":[6],"certain":[7],"sensor":[8],"readings":[9],"to":[10,81],"become":[11],"unavailable":[12],"for":[13],"prediction":[14,42,55],"purposes.":[15],"In":[16],"this":[17],"paper":[18],"we":[19],"evaluate":[20],"the":[21,30,52,60,68,83],"performance":[22,69],"of":[23,62,65,70,85],"imputation":[24],"techniques":[25,27],"and":[26,44,54],"that":[28],"ignore":[29],"missing":[31,39,49,87],"values,":[32],"in":[33],"scenarios:":[34],"(i)":[35],"when":[36,46],"values":[37,47],"are":[38,48],"only":[40],"during":[41,50],"phase,":[43],"(ii)":[45],"both":[51],"induction":[53],"phase.":[56],"We":[57],"also":[58],"investigated":[59],"influence":[61],"different":[63,86,91],"scales":[64],"missingness":[66],"on":[67],"these":[71],"treatments.":[72],"The":[73],"results":[74],"be":[76],"used":[77],"as":[78],"a":[79],"guideline":[80],"facilitate":[82],"choice":[84],"value":[88],"treatments":[89],"under":[90],"circumstances.":[92]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}