{"id":"https://openalex.org/W2625599877","doi":"https://doi.org/10.1137/15m1050276","title":"A PAC Approach to Application-Specific Algorithm Selection","display_name":"A PAC Approach to Application-Specific Algorithm Selection","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2625599877","doi":"https://doi.org/10.1137/15m1050276","mag":"2625599877"},"language":"en","primary_location":{"id":"doi:10.1137/15m1050276","is_oa":false,"landing_page_url":"https://doi.org/10.1137/15m1050276","pdf_url":null,"source":{"id":"https://openalex.org/S153560523","display_name":"SIAM Journal on Computing","issn_l":"0097-5397","issn":["0097-5397","1095-7111"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Journal on Computing","raw_type":"journal-article"},"type":"article","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/A5100601445","display_name":"Rishi Gupta","orcid":"https://orcid.org/0000-0002-3402-6095"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rishi Gupta","raw_affiliation_strings":["Stanford University"],"affiliations":[{"raw_affiliation_string":"Stanford University","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022886322","display_name":"Tim Roughgarden","orcid":"https://orcid.org/0000-0002-7163-8306"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tim Roughgarden","raw_affiliation_strings":["Stanford University"],"affiliations":[{"raw_affiliation_string":"Stanford University","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100601445"],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":null,"apc_paid":null,"fwci":4.5732,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.95637926,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"46","issue":"3","first_page":"992","last_page":"1017"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9995999932289124,"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":0.9995999932289124,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6679506301879883},{"id":"https://openalex.org/keywords/statistical-learning-theory","display_name":"Statistical learning theory","score":0.6113073825836182},{"id":"https://openalex.org/keywords/impossibility","display_name":"Impossibility","score":0.5507326722145081},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.512332558631897},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.49581608176231384},{"id":"https://openalex.org/keywords/regret","display_name":"Regret","score":0.4834069311618805},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.47620758414268494},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4531736969947815},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.437873512506485},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4318857789039612},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.40351155400276184},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24017316102981567},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.09590566158294678}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6679506301879883},{"id":"https://openalex.org/C2779915298","wikidata":"https://www.wikidata.org/wiki/Q7604400","display_name":"Statistical learning theory","level":3,"score":0.6113073825836182},{"id":"https://openalex.org/C2776261394","wikidata":"https://www.wikidata.org/wiki/Q315562","display_name":"Impossibility","level":2,"score":0.5507326722145081},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.512332558631897},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.49581608176231384},{"id":"https://openalex.org/C50817715","wikidata":"https://www.wikidata.org/wiki/Q79895177","display_name":"Regret","level":2,"score":0.4834069311618805},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.47620758414268494},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4531736969947815},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.437873512506485},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4318857789039612},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.40351155400276184},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24017316102981567},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.09590566158294678},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1137/15m1050276","is_oa":false,"landing_page_url":"https://doi.org/10.1137/15m1050276","pdf_url":null,"source":{"id":"https://openalex.org/S153560523","display_name":"SIAM Journal on Computing","issn_l":"0097-5397","issn":["0097-5397","1095-7111"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Journal on Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2878079676","display_name":null,"funder_award_id":"CCF-1524062","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5505126038","display_name":null,"funder_award_id":"CCF-1215965","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6644343216","display_name":"AF: Small: Connections Between Algorithmic Game Theory, Complexity Theory, and Learning Theory","funder_award_id":"1524062","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G722999732","display_name":"ICES: Small: Frontiers in Mechanism Design","funder_award_id":"1215965","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":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1543031826","https://openalex.org/W1982562599","https://openalex.org/W2003207175","https://openalex.org/W2008690976","https://openalex.org/W2062830639","https://openalex.org/W2084544490","https://openalex.org/W2093825590","https://openalex.org/W2147148915","https://openalex.org/W2463561659","https://openalex.org/W2964281761","https://openalex.org/W3136693265","https://openalex.org/W4230870880","https://openalex.org/W4241699713"],"related_works":["https://openalex.org/W2971351794","https://openalex.org/W4376155396","https://openalex.org/W1947085858","https://openalex.org/W2384156839","https://openalex.org/W2101991911","https://openalex.org/W2174986909","https://openalex.org/W2527791220","https://openalex.org/W2155070487","https://openalex.org/W4311589891","https://openalex.org/W4321602641"],"abstract_inverted_index":{"The":[0],"best":[1,40],"algorithm":[2,41,71,113,161],"for":[3,42,170],"a":[4,13,29,43,116,148],"computational":[5],"problem":[6],"generally":[7],"depends":[8,16],"on":[9,17,34],"the":[10,18,39,55,83,136,156,160,171],"\u201crelevant":[11],"inputs,\u201d":[12],"concept":[14],"that":[15,111,125],"application":[19,45],"domain":[20],"and":[21,63,79,93,120,142,164,167],"often":[22],"defies":[23],"formal":[24],"articulation.":[25],"While":[26],"there":[27,47],"is":[28],"large":[30],"body":[31],"of":[32,54,138,140,159,173],"literature":[33],"empirical":[35,78,90],"approaches":[36,81,101],"to":[37,67,82,89,104,134],"selecting":[38],"given":[44],"domain,":[46],"has":[48],"been":[49],"surprisingly":[50],"little":[51],"theoretical":[52,80],"analysis":[53],"problem.":[56],"This":[57],"paper":[58],"adapts":[59],"concepts":[60],"from":[61,86,128],"statistical":[62,117,129],"online":[64,157],"learning":[65,118,130,175],"theory":[66],"reason":[68],"about":[69],"application-specific":[70],"selection.":[72],"Our":[73],"models":[74,112],"capture":[75],"several":[76],"state-of-the-art":[77],"problem,":[84,119,163],"ranging":[85],"self-improving":[87],"algorithms":[88],"performance":[91],"models,":[92],"our":[94,121],"results":[95,169],"identify":[96],"conditions":[97],"under":[98],"which":[99],"these":[100],"are":[102,145],"guaranteed":[103],"perform":[105],"well.":[106],"We":[107,153],"present":[108],"one":[109],"framework":[110],"selection":[114,162],"as":[115],"work":[122],"here":[123],"shows":[124],"dimension":[126],"notions":[127],"theory,":[131],"historically":[132],"used":[133],"measure":[135],"complexity":[137],"classes":[139],"binary-":[141],"real-valued":[143],"functions,":[144],"relevant":[146],"in":[147],"much":[149],"broader":[150],"algorithmic":[151],"context.":[152],"also":[154],"study":[155],"version":[158],"give":[165],"possibility":[166],"impossibility":[168],"existence":[172],"no-regret":[174],"algorithms.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}