{"id":"https://openalex.org/W2102281237","doi":"https://doi.org/10.7551/mitpress/7503.003.0018","title":"AdaBoost is Consistent","display_name":"AdaBoost is Consistent","publication_year":2007,"publication_date":"2007-09-07","ids":{"openalex":"https://openalex.org/W2102281237","doi":"https://doi.org/10.7551/mitpress/7503.003.0018","mag":"2102281237"},"language":"en","primary_location":{"id":"doi:10.7551/mitpress/7503.003.0018","doi":"https://doi.org/10.7551/mitpress/7503.003.0018","is_oa":false,"landing_page_url":"https://doi.org/10.7551/mitpress/7503.003.0018","pdf_url":null,"source":{"id":"https://openalex.org/S4306463997","display_name":"The MIT Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718","https://openalex.org/P4310316440"],"host_organization_lineage_names":["The MIT Press","Massachusetts Institute of Technology"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Neural Information Processing Systems 19","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W2990138404","display_name":"Advances in Neural Information Processing Systems 19"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://jmlr.csail.mit.edu/papers/volume8/bartlett07b/bartlett07b.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030261391","display_name":"Peter L. Bartlett","orcid":"https://orcid.org/0000-0002-8760-3140","observed_orcids":["https://orcid.org/0000-0002-8760-3140"]},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter L. Bartlett","raw_affiliation_strings":["Department of Statistics and Computer Science Division, University of California, Berkeley#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics and Computer Science Division, University of California, Berkeley#TAB#","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083706385","display_name":"Mikhail Traskin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mikhail Traskin","raw_affiliation_strings":["Department of Statistics University of California Berkeley"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics University of California Berkeley","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":5.0921,"has_fulltext":true,"cited_by_count":95,"citation_normalized_percentile":{"value":0.96376812,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"19","issue":"78","first_page":"105","last_page":"112"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9394999742507935,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9394999742507935,"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":0.019600000232458115,"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/T10136","display_name":"Statistical Methods and Inference","score":0.006899999920278788,"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/adaboost","display_name":"AdaBoost","score":1.0},{"id":"https://openalex.org/keywords/universal-consistency","display_name":"universal consistency","score":0.8880000114440918},{"id":"https://openalex.org/keywords/stopping-strategies","display_name":"stopping strategies","score":0.8519999980926514},{"id":"https://openalex.org/keywords/bayes-risk","display_name":"Bayes risk","score":0.9769999980926514},{"id":"https://openalex.org/keywords/boosting","display_name":"boosting","score":0.6650000214576721},{"id":"https://openalex.org/keywords/sample-size","display_name":"sample size","score":0.45899999141693115},{"id":"https://openalex.org/keywords/error-probability","display_name":"error probability","score":0.7070000171661377}],"concepts":[{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.9432486295700073},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6520612239837646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6514919400215149},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6310431361198425},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5008833408355713},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.49747565388679504},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.4604097306728363},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3718491792678833}],"mesh":[],"locations_count":9,"locations":[{"id":"doi:10.7551/mitpress/7503.003.0018","doi":"https://doi.org/10.7551/mitpress/7503.003.0018","is_oa":false,"landing_page_url":"https://doi.org/10.7551/mitpress/7503.003.0018","pdf_url":null,"source":{"id":"https://openalex.org/S4306463997","display_name":"The MIT Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718","https://openalex.org/P4310316440"],"host_organization_lineage_names":["The MIT Press","Massachusetts Institute of Technology"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Neural Information Processing Systems 19","raw_type":"book-chapter"},{"id":"pmh:oai:eprints.qut.edu.au:44014","doi":null,"is_oa":true,"landing_page_url":"https://eprints.qut.edu.au/44014/1/44014P.pdf","pdf_url":"http://jmlr.csail.mit.edu/papers/volume8/bartlett07b/bartlett07b.pdf","source":{"id":"https://openalex.org/S4306402607","display_name":"QUT ePrints (Queensland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I160993911","host_organization_name":"Queensland University of Technology","host_organization_lineage":["https://openalex.org/I160993911"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Machine Learning Research","raw_type":"Contribution to Journal"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.63.1642","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.63.1642","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://stat-ftp.berkeley.edu/tech-reports/722.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.68.9184","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.68.9184","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.stat.berkeley.edu/~bartlett/papers/bt-aic-07.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.72.3335","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.72.3335","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://books.nips.cc/papers/files/nips19/NIPS2006_0200.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.83.3210","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.83.3210","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://jmlr.csail.mit.edu/papers/volume8/bartlett07b/bartlett07b.pdf","raw_type":"text"},{"id":"pmh:oai:berkeley.edu:28722-bk0005d0704","doi":null,"is_oa":false,"landing_page_url":"http://stat-reports.lib.berkeley.edu/accessPages/722.html","pdf_url":null,"source":{"id":"https://openalex.org/S7407050879","display_name":"UC Berkeley","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I95457486","host_organization_name":"University of California, Berkeley","host_organization_lineage":["https://openalex.org/I95457486"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"technical reports"},{"id":"mag:2102281237","doi":null,"is_oa":false,"landing_page_url":"http://jmlr.org/papers/volume8/bartlett07b/bartlett07b.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4363606243","display_name":"neural information processing systems","issn_l":"1049-5258","issn":["1049-5258"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-2"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Neural Information Processing Systems","raw_type":null},{"id":"mag:2128808713","doi":null,"is_oa":false,"landing_page_url":"https://www.jmlr.org/papers/volume8/bartlett07b/bartlett07b.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S118988714","display_name":"Journal of Machine Learning Research","issn_l":"1532-4435","issn":["1532-4435","1533-7928"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","ccf-a","cwts-core","dongbi-a","jufo-3","ki-jl-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718","https://openalex.org/P4310316440"],"host_organization_lineage_names":["The MIT Press","Massachusetts Institute of Technology"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Journal of Machine Learning Research","raw_type":null}],"best_oa_location":{"id":"pmh:oai:eprints.qut.edu.au:44014","doi":null,"is_oa":true,"landing_page_url":"https://eprints.qut.edu.au/44014/1/44014P.pdf","pdf_url":"http://jmlr.csail.mit.edu/papers/volume8/bartlett07b/bartlett07b.pdf","source":{"id":"https://openalex.org/S4306402607","display_name":"QUT ePrints (Queensland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I160993911","host_organization_name":"Queensland University of Technology","host_organization_lineage":["https://openalex.org/I160993911"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Machine Learning Research","raw_type":"Contribution to Journal"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1653300288","display_name":"MSPA-MCS: Collaborative Research: Statistical Learning Methods for Complex Decision Problems in Natural Language Processing","funder_award_id":"0434383","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2102281237.pdf","grobid_xml":"https://content.openalex.org/works/W2102281237.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W17192195","https://openalex.org/W188867022","https://openalex.org/W1497683195","https://openalex.org/W1507545330","https://openalex.org/W1519789693","https://openalex.org/W1542886316","https://openalex.org/W1564947197","https://openalex.org/W1575017763","https://openalex.org/W1605688901","https://openalex.org/W1608733719","https://openalex.org/W1966280301","https://openalex.org/W1975846642","https://openalex.org/W1982032418","https://openalex.org/W1988790447","https://openalex.org/W2010029425","https://openalex.org/W2023163512","https://openalex.org/W2024046085","https://openalex.org/W2030843733","https://openalex.org/W2051922388","https://openalex.org/W2068221105","https://openalex.org/W2070534370","https://openalex.org/W2093717447","https://openalex.org/W2099968818","https://openalex.org/W2104364170","https://openalex.org/W2107008825","https://openalex.org/W2108263314","https://openalex.org/W2112076978","https://openalex.org/W2115140232","https://openalex.org/W2129763352","https://openalex.org/W2152761983","https://openalex.org/W2162139029","https://openalex.org/W2163150561","https://openalex.org/W2164303082","https://openalex.org/W2172195373","https://openalex.org/W2419408543","https://openalex.org/W2912934387"],"related_works":["https://openalex.org/W7100268244","https://openalex.org/W2419408543","https://openalex.org/W2051922388","https://openalex.org/W7098916944","https://openalex.org/W155137585","https://openalex.org/W2010642043","https://openalex.org/W2072069603","https://openalex.org/W3098897816","https://openalex.org/W1486262127","https://openalex.org/W4306884562"],"abstract_inverted_index":{"The":[0],"risk,":[1],"or":[2],"probability":[3],"of":[4,6,50,52],"error,":[5],"the":[7,11,20,53,58],"classifier":[8],"produced":[9],"by":[10],"AdaBoost":[12,27,36],"algorithm":[13],"is":[14,37],"investigated.":[15],"In":[16],"particular,":[17],"we":[18],"consider":[19],"stopping":[21],"strategy":[22],"to":[23,28],"be":[24],"used":[25],"in":[26],"achieve":[29],"universal":[30],"consistency.":[31],"We":[32],"show":[33],"that":[34],"provided":[35],"stopped":[38],"after":[39],"$n^{1-\\\\varepsilon}$":[40],"iterations---for":[41],"sample":[42],"size":[43],"$n$":[44],"and":[45],"$\\\\varepsilon":[46],"\\\\in":[47],"(0,1)$---the":[48],"sequence":[49],"risks":[51],"classifiers":[54],"it":[55],"produces":[56],"approaches":[57],"Bayes":[59],"risk.":[60]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
