{"id":"https://openalex.org/W2541283300","doi":"https://doi.org/10.1109/itw.2016.7606789","title":"Information-theoretic analysis of stability and bias of learning algorithms","display_name":"Information-theoretic analysis of stability and bias of learning algorithms","publication_year":2016,"publication_date":"2016-09-01","ids":{"openalex":"https://openalex.org/W2541283300","doi":"https://doi.org/10.1109/itw.2016.7606789","mag":"2541283300"},"language":"en","primary_location":{"id":"doi:10.1109/itw.2016.7606789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itw.2016.7606789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE Information Theory Workshop (ITW)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044844161","display_name":"Maxim Raginsky","orcid":"https://orcid.org/0000-0002-5586-9219"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maxim Raginsky","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076656836","display_name":"Alexander Rakhlin","orcid":"https://orcid.org/0000-0003-1359-8534"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Rakhlin","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108766687","display_name":"Matthew Tsao","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Tsao","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100645159","display_name":"Yihong Wu","orcid":"https://orcid.org/0000-0001-9239-7671"},"institutions":[{"id":"https://openalex.org/I32971472","display_name":"Yale University","ror":"https://ror.org/03v76x132","country_code":"US","type":"education","lineage":["https://openalex.org/I32971472"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yihong Wu","raw_affiliation_strings":["Yale University, New Haven, CT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yale University, New Haven, CT, USA","institution_ids":["https://openalex.org/I32971472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108396457","display_name":"Aolin Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aolin Xu","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.4943,"has_fulltext":false,"cited_by_count":69,"citation_normalized_percentile":{"value":0.94897046,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"26","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9994000196456909,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9994000196456909,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9991999864578247,"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/generalization","display_name":"Generalization","score":0.8378547430038452},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.8170938491821289},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6568708419799805},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6504021883010864},{"id":"https://openalex.org/keywords/generalization-error","display_name":"Generalization error","score":0.5784797668457031},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5768330097198486},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5758265256881714},{"id":"https://openalex.org/keywords/online-machine-learning","display_name":"Online machine learning","score":0.49085408449172974},{"id":"https://openalex.org/keywords/probably-approximately-correct-learning","display_name":"Probably approximately correct learning","score":0.48923420906066895},{"id":"https://openalex.org/keywords/computational-learning-theory","display_name":"Computational learning theory","score":0.44648411870002747},{"id":"https://openalex.org/keywords/instance-based-learning","display_name":"Instance-based learning","score":0.41168683767318726},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3073353171348572}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.8378547430038452},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.8170938491821289},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6568708419799805},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6504021883010864},{"id":"https://openalex.org/C117765406","wikidata":"https://www.wikidata.org/wiki/Q5362437","display_name":"Generalization error","level":3,"score":0.5784797668457031},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5768330097198486},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5758265256881714},{"id":"https://openalex.org/C115903097","wikidata":"https://www.wikidata.org/wiki/Q7094097","display_name":"Online machine learning","level":3,"score":0.49085408449172974},{"id":"https://openalex.org/C176248197","wikidata":"https://www.wikidata.org/wiki/Q458526","display_name":"Probably approximately correct learning","level":4,"score":0.48923420906066895},{"id":"https://openalex.org/C50292564","wikidata":"https://www.wikidata.org/wiki/Q2462783","display_name":"Computational learning theory","level":3,"score":0.44648411870002747},{"id":"https://openalex.org/C24138899","wikidata":"https://www.wikidata.org/wiki/Q17141258","display_name":"Instance-based learning","level":3,"score":0.41168683767318726},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3073353171348572},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/itw.2016.7606789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itw.2016.7606789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE Information Theory Workshop (ITW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W27434444","https://openalex.org/W423603040","https://openalex.org/W1585160083","https://openalex.org/W1663583528","https://openalex.org/W1873763122","https://openalex.org/W1992208280","https://openalex.org/W2055186664","https://openalex.org/W2057989917","https://openalex.org/W2082233060","https://openalex.org/W2097931325","https://openalex.org/W2129774678","https://openalex.org/W2137091321","https://openalex.org/W2137207609","https://openalex.org/W2138263042","https://openalex.org/W2225981128","https://openalex.org/W2258658829","https://openalex.org/W2276299490","https://openalex.org/W2621140322","https://openalex.org/W2951851906","https://openalex.org/W2964020133","https://openalex.org/W4205228770","https://openalex.org/W4285719527","https://openalex.org/W6636906085","https://openalex.org/W6637765053","https://openalex.org/W6639056083","https://openalex.org/W6692563690","https://openalex.org/W7034108470"],"related_works":["https://openalex.org/W4286799911","https://openalex.org/W36398315","https://openalex.org/W3176029617","https://openalex.org/W1576980974","https://openalex.org/W2183087249","https://openalex.org/W146740654","https://openalex.org/W1556862648","https://openalex.org/W1519008961","https://openalex.org/W1483864446","https://openalex.org/W2048717128"],"abstract_inverted_index":{"Machine":[0],"learning":[1,49,69,94],"algorithms":[2,70],"can":[3],"be":[4],"viewed":[5],"as":[6],"stochastic":[7],"transformations":[8],"that":[9,21],"map":[10],"training":[11,38],"data":[12],"to":[13,45,58,88,100],"hypotheses.":[14],"Following":[15],"Bousquet":[16],"and":[17,55,85,108],"Elisseeff,":[18],"we":[19],"say":[20],"such":[22],"an":[23],"algorithm":[24],"is":[25,42,52,98],"stable":[26],"if":[27],"its":[28],"output":[29],"does":[30],"not":[31],"depend":[32],"too":[33],"much":[34],"on":[35,63],"any":[36],"individual":[37],"example.":[39],"Since":[40],"stability":[41,75,84],"closely":[43],"connected":[44],"generalization":[46,65,91],"capabilities":[47],"of":[48,53,67,73,82,93],"algorithms,":[50],"it":[51],"theoretical":[54],"practical":[56],"interest":[57],"obtain":[59],"sharp":[60],"quantitative":[61],"estimates":[62],"the":[64,90,101],"bias":[66,92],"machine":[68],"in":[71],"terms":[72],"their":[74],"properties.":[76],"We":[77],"propose":[78],"several":[79],"information-theoretic":[80,102],"measures":[81],"algorithmic":[83],"use":[86],"them":[87],"upper-bound":[89],"algorithms.":[95],"Our":[96],"framework":[97],"complementary":[99],"methodology":[103],"developed":[104],"recently":[105],"by":[106],"Russo":[107],"Zou.":[109]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
