{"id":"https://openalex.org/W3089496473","doi":"https://doi.org/10.1007/978-3-030-61166-8_12","title":"Semi-supervised Machine Learning with MixMatch and Equivalence Classes","display_name":"Semi-supervised Machine Learning with MixMatch and Equivalence Classes","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3089496473","doi":"https://doi.org/10.1007/978-3-030-61166-8_12","mag":"3089496473","pmid":"https://pubmed.ncbi.nlm.nih.gov/34456459"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-61166-8_12","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-61166-8_12","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8388309","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078396679","display_name":"Colin B. Hansen","orcid":"https://orcid.org/0000-0002-0017-5527"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Colin B. Hansen","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042877366","display_name":"Vishwesh Nath","orcid":"https://orcid.org/0000-0002-6840-6205"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vishwesh Nath","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078051038","display_name":"Riqiang Gao","orcid":"https://orcid.org/0000-0002-8729-1941"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Riqiang Gao","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077742771","display_name":"Camilo Bermudez","orcid":"https://orcid.org/0000-0002-9461-5094"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Camilo Bermudez","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067191302","display_name":"Yuankai Huo","orcid":"https://orcid.org/0000-0002-2096-8065"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuankai Huo","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050907555","display_name":"Kim L. Sandler","orcid":"https://orcid.org/0000-0003-2989-248X"},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kim L. Sandler","raw_affiliation_strings":["Vanderbilt University Medical Center, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Vanderbilt University Medical Center, Nashville, USA","institution_ids":["https://openalex.org/I901861585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061560898","display_name":"Pierre P. Massion","orcid":"https://orcid.org/0000-0003-0647-0559"},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pierre P. Massion","raw_affiliation_strings":["Vanderbilt University Medical Center, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Vanderbilt University Medical Center, Nashville, USA","institution_ids":["https://openalex.org/I901861585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027971322","display_name":"Jeffrey D. Blume","orcid":"https://orcid.org/0000-0001-5953-745X"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey D. Blume","raw_affiliation_strings":["Department of Biomedical Informatics, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081743115","display_name":"Thomas A. Lasko","orcid":"https://orcid.org/0000-0003-2300-9529"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas A. Lasko","raw_affiliation_strings":["Department of Biomedical Informatics, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075735203","display_name":"Bennett A. Landman","orcid":"https://orcid.org/0000-0001-5733-2127"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bennett A. Landman","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, USA","Department of Biomedical Informatics, Vanderbilt University, Nashville, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]},{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University, Nashville, USA","institution_ids":["https://openalex.org/I200719446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5078396679"],"corresponding_institution_ids":["https://openalex.org/I200719446"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21576104,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12446","issue":null,"first_page":"112","last_page":"121"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9886000156402588,"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/leverage","display_name":"Leverage (statistics)","score":0.8097569942474365},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7491899132728577},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.655478835105896},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6426681280136108},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6224936246871948},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.532001793384552},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4953831434249878},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.4818378686904907},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.4593747854232788},{"id":"https://openalex.org/keywords/equivalence","display_name":"Equivalence (formal languages)","score":0.43325376510620117},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.4206402897834778},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12246590852737427}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.8097569942474365},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7491899132728577},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.655478835105896},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6426681280136108},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6224936246871948},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.532001793384552},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4953831434249878},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.4818378686904907},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.4593747854232788},{"id":"https://openalex.org/C2780069185","wikidata":"https://www.wikidata.org/wiki/Q7977945","display_name":"Equivalence (formal languages)","level":2,"score":0.43325376510620117},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4206402897834778},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12246590852737427},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-61166-8_12","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-61166-8_12","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmid:34456459","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34456459","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":"Lecture notes-monograph series","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8388309","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8388309","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lect Notes Monogr Ser","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8388309","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8388309","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lect Notes Monogr Ser","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1213336605","https://openalex.org/W1504543387","https://openalex.org/W1981276685","https://openalex.org/W1983320747","https://openalex.org/W2096733369","https://openalex.org/W2127589108","https://openalex.org/W2132424367","https://openalex.org/W2138621090","https://openalex.org/W2156163116","https://openalex.org/W2157364932","https://openalex.org/W2163605009","https://openalex.org/W2431080869","https://openalex.org/W2520774990","https://openalex.org/W2592160412","https://openalex.org/W2597507805","https://openalex.org/W2768282280","https://openalex.org/W2769848455","https://openalex.org/W2794022343","https://openalex.org/W2794523151","https://openalex.org/W2794825826","https://openalex.org/W2884803084","https://openalex.org/W2899743512","https://openalex.org/W2899771611","https://openalex.org/W2943865428","https://openalex.org/W2949736877","https://openalex.org/W2953070460","https://openalex.org/W2963942586","https://openalex.org/W2964159205","https://openalex.org/W2964175939","https://openalex.org/W2979504591","https://openalex.org/W3005680577","https://openalex.org/W3099206234","https://openalex.org/W3102785203","https://openalex.org/W6603835181","https://openalex.org/W6756040250"],"related_works":["https://openalex.org/W4312414840","https://openalex.org/W34092691","https://openalex.org/W2794908468","https://openalex.org/W4206276646","https://openalex.org/W2943467239","https://openalex.org/W1571801203","https://openalex.org/W101422005","https://openalex.org/W192740413","https://openalex.org/W4300902524","https://openalex.org/W3004135598"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}