{"id":"https://openalex.org/W1990503235","doi":"https://doi.org/10.1214/13-aos1144","title":"Active sequential hypothesis testing","display_name":"Active sequential hypothesis testing","publication_year":2013,"publication_date":"2013-12-01","ids":{"openalex":"https://openalex.org/W1990503235","doi":"https://doi.org/10.1214/13-aos1144","mag":"1990503235"},"language":"en","primary_location":{"id":"doi:10.1214/13-aos1144","doi":"https://doi.org/10.1214/13-aos1144","is_oa":false,"landing_page_url":"https://doi.org/10.1214/13-aos1144","pdf_url":null,"source":{"id":"https://openalex.org/S119757635","display_name":"The Annals of Statistics","issn_l":"0090-5364","issn":["0090-5364","2168-8966"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-class-a","anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-2","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319881","host_organization_name":"Institute of Mathematical Statistics","host_organization_lineage":["https://openalex.org/P4310319881"],"host_organization_lineage_names":["Institute of Mathematical Statistics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Annals of Statistics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1203.4626","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059714509","display_name":"Mohammad Naghshvar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]},{"id":"https://openalex.org/I4210087596","display_name":"Qualcomm (United States)","ror":"https://ror.org/002zrf773","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087596"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Naghshvar","raw_affiliation_strings":["Qualcomm Inc. and University of California, San Diego"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qualcomm Inc. and University of California, San Diego","institution_ids":["https://openalex.org/I36258959","https://openalex.org/I4210087596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059310658","display_name":"Tara Javidi","orcid":"https://orcid.org/0000-0001-7112-1043","observed_orcids":["https://orcid.org/0000-0001-7112-1043"]},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]},{"id":"https://openalex.org/I4210087596","display_name":"Qualcomm (United States)","ror":"https://ror.org/002zrf773","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087596"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tara Javidi","raw_affiliation_strings":["Qualcomm Inc. and University of California, San Diego"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qualcomm Inc. and University of California, San Diego","institution_ids":["https://openalex.org/I36258959","https://openalex.org/I4210087596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":34.0161,"has_fulltext":false,"cited_by_count":243,"citation_normalized_percentile":{"value":0.9982556,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"41","issue":"6","first_page":"2703","last_page":"2738"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.3865000009536743,"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"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.3865000009536743,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.2816999852657318,"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/T13500","display_name":"Probability and Statistical Research","score":0.07199999690055847,"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/sequential-hypothesis-testing","display_name":"sequential hypothesis testing","score":0.953000009059906},{"id":"https://openalex.org/keywords/active-sensing","display_name":"active sensing","score":0.6819999814033508},{"id":"https://openalex.org/keywords/lower-bounds","display_name":"lower bounds","score":0.7839999794960022},{"id":"https://openalex.org/keywords/asymptotic-optimality","display_name":"asymptotic optimality","score":0.8679999709129333},{"id":"https://openalex.org/keywords/error-exponent","display_name":"reliability function","score":0.8970000147819519},{"id":"https://openalex.org/keywords/dynamic-programming","display_name":"dynamic programming","score":0.5339999794960022}],"concepts":[{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.7097872495651245},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6260650157928467},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5974677205085754},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.5745871067047119},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.5415703058242798},{"id":"https://openalex.org/C2780388253","wikidata":"https://www.wikidata.org/wiki/Q5421508","display_name":"Exponent","level":2,"score":0.4231749475002289},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1214/13-aos1144","doi":"https://doi.org/10.1214/13-aos1144","is_oa":false,"landing_page_url":"https://doi.org/10.1214/13-aos1144","pdf_url":null,"source":{"id":"https://openalex.org/S119757635","display_name":"The Annals of Statistics","issn_l":"0090-5364","issn":["0090-5364","2168-8966"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-class-a","anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-2","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319881","host_organization_name":"Institute of Mathematical Statistics","host_organization_lineage":["https://openalex.org/P4310319881"],"host_organization_lineage_names":["Institute of Mathematical Statistics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Annals of Statistics","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1203.4626","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1203.4626","pdf_url":"https://arxiv.org/pdf/1203.4626","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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:CULeuclid:euclid.aos/1387313387","doi":null,"is_oa":false,"landing_page_url":"http://projecteuclid.org/euclid.aos/1387313387","pdf_url":null,"source":{"id":"https://openalex.org/S4306400787","display_name":"Project Euclid (Cornell University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"","raw_type":"Text"},{"id":"doi:10.48550/arxiv.1203.4626","doi":"https://doi.org/10.48550/arxiv.1203.4626","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1203.4626","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1203.4626","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1203.4626","pdf_url":"https://arxiv.org/pdf/1203.4626","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":[],"sustainable_development_goals_aurora":[{"score":0.7900000214576721,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, justice, and strong institutions"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":78,"referenced_works":["https://openalex.org/W651652324","https://openalex.org/W1529178725","https://openalex.org/W1529558080","https://openalex.org/W1535136082","https://openalex.org/W1582270257","https://openalex.org/W1845961848","https://openalex.org/W1937410663","https://openalex.org/W1965225725","https://openalex.org/W1965313644","https://openalex.org/W1978831578","https://openalex.org/W1986319401","https://openalex.org/W1989008275","https://openalex.org/W1989562319","https://openalex.org/W1990722740","https://openalex.org/W1996396329","https://openalex.org/W2000015806","https://openalex.org/W2004792516","https://openalex.org/W2006258746","https://openalex.org/W2007507033","https://openalex.org/W2012037220","https://openalex.org/W2015425837","https://openalex.org/W2025330016","https://openalex.org/W2034597819","https://openalex.org/W2037606510","https://openalex.org/W2039110673","https://openalex.org/W2040877654","https://openalex.org/W2045030310","https://openalex.org/W2046775483","https://openalex.org/W2048189768","https://openalex.org/W2049097747","https://openalex.org/W2050495532","https://openalex.org/W2055309977","https://openalex.org/W2062796590","https://openalex.org/W2068033507","https://openalex.org/W2076580309","https://openalex.org/W2079120178","https://openalex.org/W2087273767","https://openalex.org/W2088870987","https://openalex.org/W2093248767","https://openalex.org/W2094601947","https://openalex.org/W2098740202","https://openalex.org/W2099111195","https://openalex.org/W2102422871","https://openalex.org/W2102652334","https://openalex.org/W2107939512","https://openalex.org/W2110340204","https://openalex.org/W2114375687","https://openalex.org/W2119567691","https://openalex.org/W2128428699","https://openalex.org/W2131505148","https://openalex.org/W2137760406","https://openalex.org/W2141911147","https://openalex.org/W2142901448","https://openalex.org/W2142948459","https://openalex.org/W2149685491","https://openalex.org/W2151370270","https://openalex.org/W2153062773","https://openalex.org/W2159608213","https://openalex.org/W2162614205","https://openalex.org/W2164684058","https://openalex.org/W2170341113","https://openalex.org/W2478708596","https://openalex.org/W2540311279","https://openalex.org/W2797328151","https://openalex.org/W2904485375","https://openalex.org/W2949732801","https://openalex.org/W2952795881","https://openalex.org/W2989661724","https://openalex.org/W3098054781","https://openalex.org/W3102848392","https://openalex.org/W3105808918","https://openalex.org/W3125137513","https://openalex.org/W4232896127","https://openalex.org/W4245536680","https://openalex.org/W4249539637","https://openalex.org/W4254098803","https://openalex.org/W4289812382","https://openalex.org/W4293404332"],"related_works":["https://openalex.org/W2467119940","https://openalex.org/W3194077685","https://openalex.org/W2152758797","https://openalex.org/W2382762871","https://openalex.org/W2062219402","https://openalex.org/W4287865632","https://openalex.org/W3049435653","https://openalex.org/W2391509332","https://openalex.org/W3008736645","https://openalex.org/W814774360"],"abstract_inverted_index":{"Consider":[0],"a":[1,24,181,189,204,214,220,235],"decision":[2,44],"maker":[3,45],"who":[4],"is":[5,117,173,210],"responsible":[6],"to":[7,13,36,52,134,175,212,251],"dynamically":[8],"collect":[9],"observations":[10],"so":[11],"as":[12,157,185],"enhance":[14],"his":[15,48],"information":[16,50,92,216],"about":[17],"an":[18,105],"underlying":[19],"phenomena":[20],"of":[21,32,40,107,114,130,160,166,188,201,234],"interest":[22],"in":[23,69,180],"speedy":[25],"manner":[26],"while":[27],"accounting":[28],"for":[29,74,111,223],"the":[30,37,41,43,55,61,75,85,89,96,120,128,138,142,147,151,158,164,186,196,199,224,232,242],"penalty":[31,159],"wrong":[33,161],"declaration.":[34],"Due":[35],"sequential":[38],"nature":[39],"problem,":[42],"relies":[46],"on":[47,88,198],"current":[49],"state":[51],"adaptively":[53],"select":[54],"most":[56],"\u201cinformative\u201d":[57],"sensing":[58],"action":[59],"among":[60],"available":[62],"ones.":[63],"In":[64,231],"this":[65,207],"paper,":[66],"using":[67],"results":[68],"dynamic":[70,112,191,237],"programming,":[71],"lower":[72,82,221],"bounds":[73,83,101],"optimal":[76,97,152],"total":[77,143,153],"cost":[78,144,154],"are":[79,102,249],"established.":[80],"The":[81,170],"characterize":[84],"fundamental":[86],"limits":[87],"maximum":[90,225],"achievable":[91,226],"acquisition":[93,217],"rate":[94,227,245],"and":[95,150,228,246],"reliability.":[98],"Moreover,":[99],"upper":[100],"obtained":[103,243],"via":[104],"analysis":[106],"two":[108],"heuristic":[109,123,172,209],"policies":[110],"selection":[113],"actions.":[115],"It":[116],"shown":[118,174,211,250],"that":[119,137],"first":[121],"proposed":[122,148],"achieves":[124],"asymptotic":[125,131,177],"optimality,":[126,132],"where":[127],"notion":[129],"due":[133],"Chernoff,":[135],"implies":[136],"relative":[139],"difference":[140],"between":[141],"achieved":[145],"by":[146,194],"policy":[149],"approaches":[155],"zero":[156],"declaration":[162],"(hence":[163],"number":[165,200],"collected":[167],"samples)":[168],"increases.":[169],"second":[171,208],"achieve":[176,213],"optimality":[178],"only":[179],"limited":[182],"setting":[183],"such":[184],"problem":[187],"noisy":[190,236],"search.":[192],"However,":[193],"considering":[195],"dependency":[197],"hypotheses,":[202],"under":[203],"technical":[205],"condition,":[206],"nonzero":[215,244],"rate,":[218],"establishing":[219],"bound":[222],"error":[229,247],"exponent.":[230],"case":[233],"search":[238],"with":[239],"size-independent":[240],"noise,":[241],"exponent":[248],"be":[252],"maximum.":[253]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":29},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":13},{"year":2017,"cited_by_count":21},{"year":2016,"cited_by_count":13},{"year":2015,"cited_by_count":21},{"year":2014,"cited_by_count":24},{"year":2013,"cited_by_count":17},{"year":2012,"cited_by_count":6}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2025-10-10T00:00:00"}
