{"id":"https://openalex.org/W4401692375","doi":"https://doi.org/10.1109/isit57864.2024.10619088","title":"Non-Convex Robust Hypothesis Testing Using Sinkhorn Uncertainty Sets","display_name":"Non-Convex Robust Hypothesis Testing Using Sinkhorn Uncertainty Sets","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4401692375","doi":"https://doi.org/10.1109/isit57864.2024.10619088"},"language":"en","primary_location":{"id":"doi:10.1109/isit57864.2024.10619088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isit57864.2024.10619088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Information Theory (ISIT)","raw_type":"proceedings-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/A5100440022","display_name":"Jie Wang","orcid":"https://orcid.org/0000-0001-8623-4622"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jie Wang","raw_affiliation_strings":["H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology"],"affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004972663","display_name":"Rui Gao","orcid":"https://orcid.org/0000-0003-0145-8577"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rui Gao","raw_affiliation_strings":["University of Texas at Austin,Department of Information, Risk, and Operations Management"],"affiliations":[{"raw_affiliation_string":"University of Texas at Austin,Department of Information, Risk, and Operations Management","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047736740","display_name":"Yao Xie","orcid":"https://orcid.org/0000-0001-6777-2951"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yao Xie","raw_affiliation_strings":["H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology"],"affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100440022"],"corresponding_institution_ids":["https://openalex.org/I130701444"],"apc_list":null,"apc_paid":null,"fwci":0.6975,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.70151884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"843","last_page":"848"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9708999991416931,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9708999991416931,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9664999842643738,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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":0.561993420124054},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.4955657720565796},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.4149115979671478},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3840409815311432},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3633553981781006},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31318342685699463}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.561993420124054},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.4955657720565796},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4149115979671478},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3840409815311432},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3633553981781006},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31318342685699463},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isit57864.2024.10619088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isit57864.2024.10619088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Information Theory (ISIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5199999809265137}],"awards":[{"id":"https://openalex.org/G6543052033","display_name":null,"funder_award_id":"CCF-1650913,DMS-2134037,CMMI-2015787,CMMI-2112533,DMS-1938106,DMS-1830210","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W966080908","https://openalex.org/W1460189015","https://openalex.org/W1985077192","https://openalex.org/W1992208280","https://openalex.org/W2014002306","https://openalex.org/W2097666957","https://openalex.org/W2099506495","https://openalex.org/W2183704914","https://openalex.org/W2501012592","https://openalex.org/W2885127571","https://openalex.org/W2911495555","https://openalex.org/W2963794455","https://openalex.org/W2981445917","https://openalex.org/W3007427904","https://openalex.org/W3103639385","https://openalex.org/W3116218254","https://openalex.org/W3133541217","https://openalex.org/W3152994159","https://openalex.org/W3153174151","https://openalex.org/W3171634807","https://openalex.org/W3204711414","https://openalex.org/W3212599544","https://openalex.org/W4221138869","https://openalex.org/W4225087926","https://openalex.org/W4242516467","https://openalex.org/W4296945650","https://openalex.org/W4308675889","https://openalex.org/W4366310824","https://openalex.org/W4372269773","https://openalex.org/W4382322374","https://openalex.org/W4383896183","https://openalex.org/W4387210640","https://openalex.org/W4388092588","https://openalex.org/W4391409075","https://openalex.org/W4394660004","https://openalex.org/W4401692375","https://openalex.org/W4404788945"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2051487156","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2072657027","https://openalex.org/W2600246793"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,95,99,108],"new":[3],"framework":[4],"to":[5,17,38,64,69],"address":[6],"the":[7,14,19,24,41,53,77,88],"non-convex":[8],"robust":[9,125],"hypothesis":[10,126],"testing":[11,127],"problem,":[12,89],"wherein":[13],"goal":[15],"is":[16],"seek":[18],"optimal":[20],"detector":[21],"that":[22,52,60],"minimizes":[23],"maximum":[25],"of":[26,87,102,131],"worst-case":[27],"type-land":[28],"type-II":[29],"risk":[30,133],"functions.":[31],"The":[32],"distributional":[33],"uncertainty":[34],"sets":[35],"are":[36,61],"constructed":[37],"center":[39],"around":[40],"empirical":[42],"distribution":[43],"derived":[44],"from":[45],"samples":[46],"based":[47],"on":[48],"Sinkhorn":[49],"discrepancy.":[50],"Given":[51],"objective":[54],"involves":[55],"non-convex,":[56],"non-smooth":[57],"probabilistic":[58],"functions":[59],"often":[62],"intractable":[63],"optimize,":[65],"existing":[66],"methods":[67],"resort":[68],"approximations":[70],"rather":[71],"than":[72],"exact":[73,82],"solutions.":[74],"To":[75],"tackle":[76],"challenge,":[78],"we":[79,106,121],"introduce":[80],"an":[81],"mixed-integer":[83],"exponential":[84],"conic":[85],"reformulation":[86],"which":[90],"can":[91],"be":[92],"solved":[93],"into":[94],"global":[96],"optimum":[97],"with":[98],"moderate":[100],"amount":[101],"input":[103],"data.":[104],"Subsequently,":[105],"propose":[107],"convex":[109],"approximation,":[110],"demonstrating":[111],"its":[112],"superiority":[113],"over":[114],"current":[115],"state-of-the-art":[116],"methodologies":[117],"in":[118],"literature.":[119],"Furthermore,":[120],"establish":[122],"connections":[123],"between":[124],"and":[128],"regularized":[129],"formulations":[130],"non-robust":[132],"functions,":[134],"offering":[135],"insightful":[136],"interpretations.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
