{"id":"https://openalex.org/W3119853858","doi":"https://doi.org/10.1109/icspcs50536.2020.9310022","title":"On Likelihood Functions to Minimize KL Divergence in Binary Hypothesis Testing","display_name":"On Likelihood Functions to Minimize KL Divergence in Binary Hypothesis Testing","publication_year":2020,"publication_date":"2020-12-14","ids":{"openalex":"https://openalex.org/W3119853858","doi":"https://doi.org/10.1109/icspcs50536.2020.9310022","mag":"3119853858"},"language":"en","primary_location":{"id":"doi:10.1109/icspcs50536.2020.9310022","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcs50536.2020.9310022","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 14th International Conference on Signal Processing and Communication Systems (ICSPCS)","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/A5101629399","display_name":"Linlin Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Linlin Sun","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101931677","display_name":"Shihao Yan","orcid":"https://orcid.org/0000-0002-4586-1926"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]},{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["AU","CN"],"is_corresponding":false,"raw_author_name":"Shihao Yan","raw_affiliation_strings":["School of Computer and Information Science, Fujian Agriculture and Forestry University, Fuzhou, China","School of Engineering, Macquarie University, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Fujian Agriculture and Forestry University, Fuzhou, China","institution_ids":["https://openalex.org/I61057504"]},{"raw_affiliation_string":"School of Engineering, Macquarie University, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076921272","display_name":"Riqing Chen","orcid":"https://orcid.org/0000-0001-7828-550X"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Riqing Chen","raw_affiliation_strings":["School of Computer and Information Science, Fujian Agriculture and Forestry University, Fuzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Fujian Agriculture and Forestry University, Fuzhou, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044969631","display_name":"Feng Shu","orcid":"https://orcid.org/0000-0003-0073-1965"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]},{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Shu","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, China","School of Information and Communication Engineering, Hainan University, Haikou, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, Haikou, China","institution_ids":["https://openalex.org/I20942203"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101629399"],"corresponding_institution_ids":["https://openalex.org/I36399199"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15038513,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9980999827384949,"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":0.9915000200271606,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/divergence","display_name":"Divergence (linguistics)","score":0.6010738611221313},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5082201957702637},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.45579609274864197},{"id":"https://openalex.org/keywords/kullback\u2013leibler-divergence","display_name":"Kullback\u2013Leibler divergence","score":0.4128500819206238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.389769971370697},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.37034013867378235},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3638996481895447},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.34419649839401245},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3058602809906006},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08748596906661987},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.07389670610427856}],"concepts":[{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.6010738611221313},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5082201957702637},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.45579609274864197},{"id":"https://openalex.org/C171752962","wikidata":"https://www.wikidata.org/wiki/Q255166","display_name":"Kullback\u2013Leibler divergence","level":2,"score":0.4128500819206238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.389769971370697},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.37034013867378235},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3638996481895447},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.34419649839401245},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3058602809906006},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08748596906661987},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.07389670610427856},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icspcs50536.2020.9310022","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcs50536.2020.9310022","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 14th International Conference on Signal Processing and Communication Systems (ICSPCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W109359232","https://openalex.org/W2013380571","https://openalex.org/W2045638068","https://openalex.org/W2076489252","https://openalex.org/W2098346479","https://openalex.org/W2099111195","https://openalex.org/W2279380784","https://openalex.org/W2506174538","https://openalex.org/W2756080681","https://openalex.org/W2783440472","https://openalex.org/W2808367635","https://openalex.org/W2809857136","https://openalex.org/W2887538199","https://openalex.org/W2903188535","https://openalex.org/W2950582173","https://openalex.org/W2964286662","https://openalex.org/W2971148671","https://openalex.org/W2981443503","https://openalex.org/W3025456008","https://openalex.org/W3100644455","https://openalex.org/W3102020296","https://openalex.org/W3102130438","https://openalex.org/W3102424709","https://openalex.org/W3103993650","https://openalex.org/W3196620053"],"related_works":["https://openalex.org/W2105321464","https://openalex.org/W2887774187","https://openalex.org/W2388220555","https://openalex.org/W3048739257","https://openalex.org/W1665563134","https://openalex.org/W2963604926","https://openalex.org/W1616881371","https://openalex.org/W1520875569","https://openalex.org/W2199957582","https://openalex.org/W2033178790"],"abstract_inverted_index":{"Kullback-Leibler":[0],"(KL)":[1],"divergence":[2,62,100],"is":[3,45,82,86,123],"widely":[4],"used":[5],"to":[6,68,75,106],"determine":[7],"lower":[8],"bounds":[9],"on":[10],"detection":[11],"error":[12],"probability":[13],"for":[14],"binary":[15],"hypothesis":[16,33,53],"testing":[17],"in":[18,113],"covert":[19],"communications":[20],"and":[21],"location":[22],"verification":[23],"systems.":[24],"For":[25],"a":[26,46],"Gaussian":[27,47],"likelihood":[28,48,89,121],"function":[29,49,90,122],"under":[30,50,91],"the":[31,51,60,76,87,98],"null":[32],"H":[34,54,64,69,92,102,107],"<sub":[35,55,65,70,93,103,108],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[36,56,66,71,94,104,109],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">0</sub>":[37,72,105],",":[38],"it":[39,44,81],"has":[40],"been":[41],"proved":[42],"that":[43,58,96,118],"alternative":[52],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sub>":[57,67,95,110],"minimizes":[59,97],"KL":[61,79,99],"from":[63,101],".":[73,111],"Due":[74],"asymmetry":[77],"of":[78],"divergence,":[80],"still":[83],"unclear":[84],"what":[85],"optimal":[88,120],"Surprisingly,":[112],"this":[114,119],"work":[115],"we":[116],"prove":[117],"unachievable.":[124]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
