{"id":"https://openalex.org/W3092054443","doi":"https://doi.org/10.1109/tpami.2021.3083089","title":"Advanced Dropout: A Model-free Methodology for Bayesian Dropout Optimization","display_name":"Advanced Dropout: A Model-free Methodology for Bayesian Dropout Optimization","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3092054443","doi":"https://doi.org/10.1109/tpami.2021.3083089","mag":"3092054443","pmid":"https://pubmed.ncbi.nlm.nih.gov/34029187"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2021.3083089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2021.3083089","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2010.05244","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048826896","display_name":"Jiyang Xie","orcid":"https://orcid.org/0000-0003-3659-9476"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["CN","DK","GB"],"is_corresponding":true,"raw_author_name":"Jiyang Xie","raw_affiliation_strings":["Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, 12472 Beijing, Beijing, China, (e-mail: xiejiyang2013@bupt.edu.cn)","Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","Aalborg Universitet","School of Electrical and Information Engineering, Tianjin University, Tianjin, China","School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","Department of Statistical Science, University College London, United Kingdom","Department of Electronic Systems, Aalborg University, Denmark"],"affiliations":[{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, 12472 Beijing, Beijing, China, (e-mail: xiejiyang2013@bupt.edu.cn)","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Aalborg Universitet","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","institution_ids":[]},{"raw_affiliation_string":"Department of Statistical Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039812471","display_name":"Zhanyu Ma","orcid":"https://orcid.org/0000-0003-2950-2488"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["CN","DK","GB"],"is_corresponding":false,"raw_author_name":"Zhanyu Ma","raw_affiliation_strings":["Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, Beijing, Beijing, China, (e-mail: mazhanyu@bupt.edu.cn)","Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","Department of Electronic Systems, Aalborg University, Denmark","School of Electrical and Information Engineering, Tianjin University, Tianjin, China","School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","Aalborg Universitet","Department of Statistical Science, University College London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, Beijing, Beijing, China, (e-mail: mazhanyu@bupt.edu.cn)","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","institution_ids":[]},{"raw_affiliation_string":"Aalborg Universitet","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Department of Statistical Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015787340","display_name":"Jianjun Lei","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["CN","DK","GB"],"is_corresponding":false,"raw_author_name":"Jianjun Lei","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, 12605 Tianjin, Tianjin, China, 300072 (e-mail: jjlei@tju.edu.cn)","School of Electrical and Information Engineering, Tianjin University, Tianjin, China","Department of Statistical Science, University College London, United Kingdom","Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","Department of Electronic Systems, Aalborg University, Denmark","School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","Aalborg Universitet"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, 12605 Tianjin, Tianjin, China, 300072 (e-mail: jjlei@tju.edu.cn)","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Department of Statistical Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","institution_ids":[]},{"raw_affiliation_string":"Aalborg Universitet","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100392510","display_name":"Guoqiang Zhang","orcid":"https://orcid.org/0000-0003-4521-542X"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["AU","CN","DK","GB"],"is_corresponding":false,"raw_author_name":"Guoqiang Zhang","raw_affiliation_strings":["School of Electrical and Data Engineering, University of Technology Sydney Faculty of Engineering and Information Technology, 120558 Sydney, New South Wales, Australia, 2007 (e-mail: guoqiang.zhang@uts.edu.au)","School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","Department of Statistical Science, University College London, United Kingdom","Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China","Aalborg Universitet","Department of Electronic Systems, Aalborg University, Denmark"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Data Engineering, University of Technology Sydney Faculty of Engineering and Information Technology, 120558 Sydney, New South Wales, Australia, 2007 (e-mail: guoqiang.zhang@uts.edu.au)","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","institution_ids":[]},{"raw_affiliation_string":"Department of Statistical Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Aalborg Universitet","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079361172","display_name":"Jing\u2010Hao Xue","orcid":"https://orcid.org/0000-0003-1174-610X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["CN","DK","GB"],"is_corresponding":false,"raw_author_name":"Jing-Hao Xue","raw_affiliation_strings":["Department of Statistical Science, University College London, London, London, United Kingdom of Great Britain and Northern Ireland, WC1E 6BT (e-mail: jinghao.xue@ucl.ac.uk)","Aalborg Universitet","School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","Department of Electronic Systems, Aalborg University, Denmark","Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","Department of Statistical Science, University College London, United Kingdom","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Department of Statistical Science, University College London, London, London, United Kingdom of Great Britain and Northern Ireland, WC1E 6BT (e-mail: jinghao.xue@ucl.ac.uk)","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Aalborg Universitet","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","institution_ids":[]},{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Department of Statistical Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090108098","display_name":"Zheng\u2010Hua Tan","orcid":"https://orcid.org/0000-0001-6856-8928"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]},{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN","DK","GB"],"is_corresponding":false,"raw_author_name":"Zheng-Hua Tan","raw_affiliation_strings":["Department of Electronic Systems, Aalborg University, Aalborg, Aalborg, Denmark, 9220 (e-mail: zt@es.aau.dk)","School of Electrical and Information Engineering, Tianjin University, Tianjin, China","Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","Aalborg Universitet","Department of Statistical Science, University College London, United Kingdom","Department of Electronic Systems, Aalborg University, Denmark","School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Aalborg, Aalborg, Denmark, 9220 (e-mail: zt@es.aau.dk)","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Aalborg Universitet","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Department of Statistical Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100419618","display_name":"Jun Guo","orcid":"https://orcid.org/0000-0002-6626-4135"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN","DK","GB"],"is_corresponding":false,"raw_author_name":"Jun Guo","raw_affiliation_strings":["Pattern recognition and intelligent system lab, School of information and communication engineering, BUPT, Beijing, Beijing, China, (e-mail: guojun@bupt.edu.cn)","Aalborg Universitet","School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China","Department of Electronic Systems, Aalborg University, Denmark","Department of Statistical Science, University College London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Pattern recognition and intelligent system lab, School of information and communication engineering, BUPT, Beijing, Beijing, China, (e-mail: guojun@bupt.edu.cn)","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"Aalborg Universitet","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, Univer-sity of Technology Sydney, Australia","institution_ids":[]},{"raw_affiliation_string":"Pattern Recognition and Intelligent Systems Lab., Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Department of Electronic Systems, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Department of Statistical Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5048826896"],"corresponding_institution_ids":["https://openalex.org/I139759216","https://openalex.org/I162868743","https://openalex.org/I45129253","https://openalex.org/I891191580"],"apc_list":null,"apc_paid":null,"fwci":6.5794,"has_fulltext":true,"cited_by_count":63,"citation_normalized_percentile":{"value":0.97174403,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"44","issue":"9","first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9965999722480774,"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":0.9965999722480774,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9952999949455261,"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":0.9947999715805054,"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/dropout","display_name":"Dropout (neural networks)","score":0.8963451385498047},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6341426968574524},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6172587275505066},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.506001889705658},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.49808716773986816},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4922470152378082}],"concepts":[{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.8963451385498047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6341426968574524},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6172587275505066},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.506001889705658},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.49808716773986816},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4922470152378082}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1109/tpami.2021.3083089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2021.3083089","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:34029187","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34029187","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:arXiv.org:2010.05244","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.05244","pdf_url":"https://arxiv.org/pdf/2010.05244","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"pmh:oai:pure.atira.dk:openaire/73f18f19-2b0c-4e63-a9e2-9dbec3fa14e0","is_oa":true,"landing_page_url":"https://vbn.aau.dk/da/publications/73f18f19-2b0c-4e63-a9e2-9dbec3fa14e0","pdf_url":"https://vbn.aau.dk/ws/files/532710973/Advanced_Dropout_A_Model_free_Methodology_for_Bayesian_Dropout_Optimization.pdf","source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"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":"Xie, J, Ma, Z, Lei, J, Zhang, G, Xue, J-H, Tan, Z-H & Guo, J 2022, 'Advanced Dropout : A Model-free Methodology for Bayesian Dropout Optimization', I E E E Transactions on Pattern Analysis and Machine Intelligence, vol. 44, no. 9, pp. 4605-4625. https://doi.org/10.1109/TPAMI.2021.3083089","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10128664","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10128664/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   IEEE Transactions on Pattern Analysis and Machine Intelligence , 44  (9)   pp. 4605-4625.   (2022)      ","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2010.05244","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.05244","pdf_url":"https://arxiv.org/pdf/2010.05244","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2357889549","display_name":null,"funder_award_id":"61922015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3848188706","display_name":null,"funder_award_id":"U19B2036","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3900530946","display_name":null,"funder_award_id":"61773071","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3948766790","display_name":null,"funder_award_id":"6177307","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5848258319","display_name":null,"funder_award_id":"0 and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":93,"referenced_works":["https://openalex.org/W4919037","https://openalex.org/W35527955","https://openalex.org/W302823870","https://openalex.org/W582134693","https://openalex.org/W1686810756","https://openalex.org/W1826234144","https://openalex.org/W1904365287","https://openalex.org/W1959608418","https://openalex.org/W2095705004","https://openalex.org/W2117539524","https://openalex.org/W2136836265","https://openalex.org/W2165072487","https://openalex.org/W2194775991","https://openalex.org/W2212703438","https://openalex.org/W2519365253","https://openalex.org/W2520378283","https://openalex.org/W2531327146","https://openalex.org/W2548228487","https://openalex.org/W2560552919","https://openalex.org/W2599192953","https://openalex.org/W2605055943","https://openalex.org/W2612445135","https://openalex.org/W2683470288","https://openalex.org/W2752013927","https://openalex.org/W2784313390","https://openalex.org/W2788907134","https://openalex.org/W2805003733","https://openalex.org/W2808247398","https://openalex.org/W2888466235","https://openalex.org/W2889344312","https://openalex.org/W2906729185","https://openalex.org/W2913125146","https://openalex.org/W2913543596","https://openalex.org/W2916313152","https://openalex.org/W2939195450","https://openalex.org/W2943008967","https://openalex.org/W2943353067","https://openalex.org/W2944145193","https://openalex.org/W2945574318","https://openalex.org/W2947109354","https://openalex.org/W2951595529","https://openalex.org/W2953318193","https://openalex.org/W2961118161","https://openalex.org/W2962835968","https://openalex.org/W2963190567","https://openalex.org/W2963215553","https://openalex.org/W2963266340","https://openalex.org/W2963307918","https://openalex.org/W2963341924","https://openalex.org/W2963446712","https://openalex.org/W2963545688","https://openalex.org/W2963654130","https://openalex.org/W2963813662","https://openalex.org/W2964059111","https://openalex.org/W2964137095","https://openalex.org/W2964172523","https://openalex.org/W2964345061","https://openalex.org/W2992523816","https://openalex.org/W3118608800","https://openalex.org/W3120740533","https://openalex.org/W3138366398","https://openalex.org/W4212863985","https://openalex.org/W4255501777","https://openalex.org/W4288364646","https://openalex.org/W4297775537","https://openalex.org/W6600213771","https://openalex.org/W6601425427","https://openalex.org/W6610687998","https://openalex.org/W6617145748","https://openalex.org/W6637373629","https://openalex.org/W6638836233","https://openalex.org/W6640036494","https://openalex.org/W6640963894","https://openalex.org/W6674330103","https://openalex.org/W6679955943","https://openalex.org/W6688167117","https://openalex.org/W6692201896","https://openalex.org/W6713132643","https://openalex.org/W6717697761","https://openalex.org/W6725739302","https://openalex.org/W6727225144","https://openalex.org/W6727785063","https://openalex.org/W6728622933","https://openalex.org/W6730091202","https://openalex.org/W6735300685","https://openalex.org/W6736244717","https://openalex.org/W6737664043","https://openalex.org/W6743806954","https://openalex.org/W6748865747","https://openalex.org/W6751979845","https://openalex.org/W6762269264","https://openalex.org/W6762598107","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Due":[0],"to":[1,23,64,183,199],"lack":[2],"of":[3,11,30,74,133,135,141,149,167,179],"data,":[4],"overfitting":[5,25,168],"ubiquitously":[6],"exists":[7],"in":[8,62],"real-world":[9],"applications":[10],"deep":[12],"neural":[13],"networks":[14],"(DNNs).":[15],"We":[16,70,110],"propose":[17],"advanced":[18,33,76,99,119,181,194],"dropout,":[19],"a":[20,37,131,153],"model-free":[21,38],"methodology,":[22],"mitigate":[24],"and":[26,39,46,90,116,152,172,190],"improve":[27],"the":[28,52,72,75,103,108,113,122,142,146,165,177,180,200],"performance":[29],"DNNs.":[31],"The":[32,98,192],"dropout":[34,49,77,80,100,120,136,144,150,156,182,195],"technique":[35],"applies":[36],"easily":[40],"implemented":[41],"distribution":[42,53],"with":[43,94,155],"parametric":[44],"prior,":[45],"adaptively":[47],"adjusts":[48],"rate.":[50],"Specifically,":[51],"parameters":[54],"are":[55,205],"optimized":[56],"by":[57],"stochastic":[58],"gradient":[59],"variational":[60],"Bayes":[61],"order":[63],"carry":[65],"out":[66],"an":[67,160],"end-to-end":[68],"training.":[69],"evaluate":[71],"effectiveness":[73,114],"against":[78],"nine":[79],"techniques":[81,105],"on":[82,106,125],"seven":[83],"computer":[84],"vision":[85],"datasets":[86,89],"(five":[87],"small-scale":[88],"two":[91],"large-scale":[92],"datasets)":[93],"various":[95],"base":[96],"models.":[97],"outperforms":[101],"all":[102,107],"referred":[104,202],"datasets.":[109],"further":[111],"compare":[112],"ratios":[115],"find":[117],"that":[118],"achieves":[121],"highest":[123],"one":[124],"most":[126],"cases.":[127],"Next,":[128],"we":[129,175],"conduct":[130],"set":[132],"analysis":[134],"rate":[137,157],"characteristics,":[138],"including":[139],"convergence":[140],"adaptive":[143],"rate,":[145],"learned":[147],"distributions":[148],"masks,":[151],"comparison":[154],"generation":[158],"without":[159],"explicit":[161],"distribution.":[162],"In":[163],"addition,":[164],"ability":[166],"prevention":[169],"is":[170,196],"evaluated":[171],"confirmed.":[173],"Finally,":[174],"extend":[176],"application":[178],"uncertainty":[184],"inference,":[185],"network":[186],"pruning,":[187],"text":[188],"classification,":[189],"regression.":[191],"proposed":[193],"also":[197],"superior":[198],"corresponding":[201],"methods.":[203],"Codes":[204],"available":[206],"at":[207],"https://github.com/PRIS-CV/AdvancedDropout.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":6}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}
