{"id":"https://openalex.org/W2910588064","doi":"https://doi.org/10.1007/s00521-019-04013-2","title":"Improving deep learning performance with missing values via deletion and compensation","display_name":"Improving deep learning performance with missing values via deletion and compensation","publication_year":2019,"publication_date":"2019-01-18","ids":{"openalex":"https://openalex.org/W2910588064","doi":"https://doi.org/10.1007/s00521-019-04013-2","mag":"2910588064"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-019-04013-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-019-04013-2","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10016/33476","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015390116","display_name":"Adri\u00e1n S\u00e1nchez-Morales","orcid":null},"institutions":[{"id":"https://openalex.org/I3123212020","display_name":"Universidad Polit\u00e9cnica de Cartagena","ror":"https://ror.org/02k5kx966","country_code":"ES","type":"education","lineage":["https://openalex.org/I3123212020"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Adri\u00e1n S\u00e1nchez-Morales","raw_affiliation_strings":["Departamento de Tecnolog\u00edas de la Informaci\u00f3n y las Comunicaciones, Universidad Polit\u00e9cnica de Cartagena, Plaza del Hospital, 1. Edificio Cuartel de Antigones, 30202, Cartagena, Murcia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Tecnolog\u00edas de la Informaci\u00f3n y las Comunicaciones, Universidad Polit\u00e9cnica de Cartagena, Plaza del Hospital, 1. Edificio Cuartel de Antigones, 30202, Cartagena, Murcia, Spain","institution_ids":["https://openalex.org/I3123212020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017129707","display_name":"Jos\u00e9\u2010Luis Sancho\u2010G\u00f3mez","orcid":"https://orcid.org/0000-0001-8009-1616"},"institutions":[{"id":"https://openalex.org/I3123212020","display_name":"Universidad Polit\u00e9cnica de Cartagena","ror":"https://ror.org/02k5kx966","country_code":"ES","type":"education","lineage":["https://openalex.org/I3123212020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9-Luis Sancho-G\u00f3mez","raw_affiliation_strings":["Departamento de Tecnolog\u00edas de la Informaci\u00f3n y las Comunicaciones, Universidad Polit\u00e9cnica de Cartagena, Plaza del Hospital, 1. Edificio Cuartel de Antigones, 30202, Cartagena, Murcia, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8009-1616","affiliations":[{"raw_affiliation_string":"Departamento de Tecnolog\u00edas de la Informaci\u00f3n y las Comunicaciones, Universidad Polit\u00e9cnica de Cartagena, Plaza del Hospital, 1. Edificio Cuartel de Antigones, 30202, Cartagena, Murcia, Spain","institution_ids":["https://openalex.org/I3123212020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045956716","display_name":"Juan-Antonio Mart\u00ednez-Garc\u00eda","orcid":"https://orcid.org/0000-0003-0204-2135"},"institutions":[{"id":"https://openalex.org/I3123212020","display_name":"Universidad Polit\u00e9cnica de Cartagena","ror":"https://ror.org/02k5kx966","country_code":"ES","type":"education","lineage":["https://openalex.org/I3123212020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan-Antonio Mart\u00ednez-Garc\u00eda","raw_affiliation_strings":["Departamento de Tecnolog\u00edas de la Informaci\u00f3n y las Comunicaciones, Universidad Polit\u00e9cnica de Cartagena, Plaza del Hospital, 1. Edificio Cuartel de Antigones, 30202, Cartagena, Murcia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0204-2135","affiliations":[{"raw_affiliation_string":"Departamento de Tecnolog\u00edas de la Informaci\u00f3n y las Comunicaciones, Universidad Polit\u00e9cnica de Cartagena, Plaza del Hospital, 1. Edificio Cuartel de Antigones, 30202, Cartagena, Murcia, Spain","institution_ids":["https://openalex.org/I3123212020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046532092","display_name":"An\u0131\u0301bal R. Figueiras-Vidal","orcid":"https://orcid.org/0000-0001-7068-9884"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"An\u00edbal R. Figueiras-Vidal","raw_affiliation_strings":["Departamento de Teor\u00eda de la Se\u00f1al y Comunicaciones, Universidad Carlos III de Madrid, Avda Universidad, 30, 28911, Legan\u00e9s, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Teor\u00eda de la Se\u00f1al y Comunicaciones, Universidad Carlos III de Madrid, Avda Universidad, 30, 28911, Legan\u00e9s, Madrid, Spain","institution_ids":["https://openalex.org/I50357001"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5015390116"],"corresponding_institution_ids":["https://openalex.org/I3123212020"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":2.0416,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.87531238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"32","issue":"17","first_page":"13233","last_page":"13244"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9955999851226807,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9950000047683716,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.8125498294830322},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8002035617828369},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6070432066917419},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.5985990762710571},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4920634627342224},{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.4905349612236023},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4693760871887207},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4079899489879608}],"concepts":[{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.8125498294830322},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8002035617828369},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6070432066917419},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.5985990762710571},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4920634627342224},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.4905349612236023},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4693760871887207},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4079899489879608},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00521-019-04013-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-019-04013-2","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:e-archivo.uc3m.es:10016/33476","is_oa":true,"landing_page_url":"http://hdl.handle.net/10016/33476","pdf_url":null,"source":{"id":"https://openalex.org/S4306400817","display_name":"e-Archivo (Carlos III University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I50357001","host_organization_name":"Universidad Carlos III de Madrid","host_organization_lineage":["https://openalex.org/I50357001"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"pmh:oai:e-archivo.uc3m.es:10016/33476","is_oa":true,"landing_page_url":"http://hdl.handle.net/10016/33476","pdf_url":null,"source":{"id":"https://openalex.org/S4306400817","display_name":"e-Archivo (Carlos III University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I50357001","host_organization_name":"Universidad Carlos III de Madrid","host_organization_lineage":["https://openalex.org/I50357001"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.4399999976158142,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320333293","display_name":"South Dakota Agricultural Experiment Station","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1550443206","https://openalex.org/W1563133975","https://openalex.org/W1679913846","https://openalex.org/W1919216911","https://openalex.org/W1964888768","https://openalex.org/W1983479840","https://openalex.org/W1985419027","https://openalex.org/W2002959912","https://openalex.org/W2024101422","https://openalex.org/W2025768430","https://openalex.org/W2044758663","https://openalex.org/W2045240677","https://openalex.org/W2060440228","https://openalex.org/W2072128103","https://openalex.org/W2074662725","https://openalex.org/W2096863518","https://openalex.org/W2115986610","https://openalex.org/W2125055259","https://openalex.org/W2128221272","https://openalex.org/W2130075702","https://openalex.org/W2132108942","https://openalex.org/W2136922672","https://openalex.org/W2145094598","https://openalex.org/W2146332392","https://openalex.org/W2150341604","https://openalex.org/W2215815030","https://openalex.org/W2342792901","https://openalex.org/W2346626577","https://openalex.org/W2480680997","https://openalex.org/W2510090379","https://openalex.org/W2550179689","https://openalex.org/W2602428493","https://openalex.org/W2613282090","https://openalex.org/W2613634265","https://openalex.org/W2788592841","https://openalex.org/W2809895662","https://openalex.org/W2886189420","https://openalex.org/W3120740533","https://openalex.org/W3197494818","https://openalex.org/W4205947740","https://openalex.org/W4211047985","https://openalex.org/W4231109964","https://openalex.org/W4238742525","https://openalex.org/W4300187280"],"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/W3179858851","https://openalex.org/W3028371478","https://openalex.org/W2081476516","https://openalex.org/W2581984549","https://openalex.org/W3123177881"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3}],"updated_date":"2026-08-08T01:25:22.217667","created_date":"2025-10-10T00:00:00"}