{"id":"https://openalex.org/W2987693302","doi":"https://doi.org/10.1109/jsait.2020.2986467","title":"On Distributed Quantization for Classification","display_name":"On Distributed Quantization for Classification","publication_year":2020,"publication_date":"2020-04-08","ids":{"openalex":"https://openalex.org/W2987693302","doi":"https://doi.org/10.1109/jsait.2020.2986467","mag":"2987693302"},"language":"en","primary_location":{"id":"doi:10.1109/jsait.2020.2986467","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsait.2020.2986467","pdf_url":null,"source":{"id":"https://openalex.org/S4210211895","display_name":"IEEE Journal on Selected Areas in Information Theory","issn_l":"2641-8770","issn":["2641-8770"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal on Selected Areas in Information Theory","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1911.00216","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010295480","display_name":"Osama A. Hanna","orcid":"https://orcid.org/0000-0002-7721-4854"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Osama A. Hanna","raw_affiliation_strings":["Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7721-4854","affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005778563","display_name":"Yahya H. Ezzeldin","orcid":"https://orcid.org/0000-0002-4238-5362"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yahya H. Ezzeldin","raw_affiliation_strings":["Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-4238-5362","affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022708055","display_name":"Tara Sadjadpour","orcid":"https://orcid.org/0009-0001-6700-5127"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tara Sadjadpour","raw_affiliation_strings":["Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056591688","display_name":"Christina Fragouli","orcid":"https://orcid.org/0000-0003-1002-5829"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christina Fragouli","raw_affiliation_strings":["Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-1002-5829","affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083980887","display_name":"Suhas Diggavi","orcid":"https://orcid.org/0000-0001-7313-9861"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Suhas Diggavi","raw_affiliation_strings":["Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","University of California-Los Angeles"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"University of California-Los Angeles","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5010295480"],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":0.1619,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50223585,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"1","issue":"1","first_page":"237","last_page":"249"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9995999932289124,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T12676","display_name":"Machine Learning and ELM","score":0.9976999759674072,"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/quantization","display_name":"Quantization (signal processing)","score":0.8061729669570923},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7018617391586304},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6421692967414856},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5850743055343628},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.5446810126304626},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4273885488510132},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3907848000526428},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38476020097732544},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36850911378860474}],"concepts":[{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.8061729669570923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7018617391586304},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6421692967414856},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5850743055343628},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.5446810126304626},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4273885488510132},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3907848000526428},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38476020097732544},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36850911378860474},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/jsait.2020.2986467","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsait.2020.2986467","pdf_url":null,"source":{"id":"https://openalex.org/S4210211895","display_name":"IEEE Journal on Selected Areas in Information Theory","issn_l":"2641-8770","issn":["2641-8770"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal on Selected Areas in Information Theory","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1911.00216","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1911.00216","pdf_url":"https://arxiv.org/pdf/1911.00216","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"mag:2987693302","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/1911.00216","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1911.00216","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1911.00216","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1911.00216","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1911.00216","pdf_url":"https://arxiv.org/pdf/1911.00216","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2343427653","display_name":null,"funder_award_id":"Award 1824568","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G5147823388","display_name":null,"funder_award_id":"Award 1514531","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"}],"funders":[{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W152312712","https://openalex.org/W1530582330","https://openalex.org/W1663973292","https://openalex.org/W1686946872","https://openalex.org/W1968969471","https://openalex.org/W1977862970","https://openalex.org/W1988790447","https://openalex.org/W2039802096","https://openalex.org/W2049053255","https://openalex.org/W2068143054","https://openalex.org/W2083580384","https://openalex.org/W2095812090","https://openalex.org/W2096704225","https://openalex.org/W2100412944","https://openalex.org/W2109053700","https://openalex.org/W2109547112","https://openalex.org/W2112905930","https://openalex.org/W2115755015","https://openalex.org/W2123749980","https://openalex.org/W2124317079","https://openalex.org/W2126186592","https://openalex.org/W2127218421","https://openalex.org/W2146247100","https://openalex.org/W2154546286","https://openalex.org/W2163382065","https://openalex.org/W2169866873","https://openalex.org/W2267126114","https://openalex.org/W2267540778","https://openalex.org/W2401610261","https://openalex.org/W2490784316","https://openalex.org/W2741464441","https://openalex.org/W2752796333","https://openalex.org/W2753338564","https://openalex.org/W2753738274","https://openalex.org/W2795870271","https://openalex.org/W2796494761","https://openalex.org/W2901615357","https://openalex.org/W2903782687","https://openalex.org/W2937201265","https://openalex.org/W2947590261","https://openalex.org/W2950237263","https://openalex.org/W2951004968","https://openalex.org/W2951542323","https://openalex.org/W2962835968","https://openalex.org/W2963122961","https://openalex.org/W2963171711","https://openalex.org/W2963504544","https://openalex.org/W2963799213","https://openalex.org/W2964160479","https://openalex.org/W2964164125","https://openalex.org/W2964228333","https://openalex.org/W2975461158","https://openalex.org/W3001143048","https://openalex.org/W3215641518","https://openalex.org/W6631383626","https://openalex.org/W6637373629","https://openalex.org/W6678524678","https://openalex.org/W6678914141","https://openalex.org/W6729906282","https://openalex.org/W6734062232","https://openalex.org/W6744501015","https://openalex.org/W6744627333","https://openalex.org/W6748089513","https://openalex.org/W6748319235","https://openalex.org/W6755737014","https://openalex.org/W6757445682"],"related_works":["https://openalex.org/W3183425034","https://openalex.org/W2915461975","https://openalex.org/W2773205925","https://openalex.org/W2123432850","https://openalex.org/W2154959474","https://openalex.org/W2754402419","https://openalex.org/W3023175709","https://openalex.org/W2244118489","https://openalex.org/W2789977095","https://openalex.org/W2047836642","https://openalex.org/W2963129126","https://openalex.org/W2423226807","https://openalex.org/W2803748664","https://openalex.org/W3012998781","https://openalex.org/W1551494903","https://openalex.org/W2963761649","https://openalex.org/W2963909185","https://openalex.org/W2105610271","https://openalex.org/W2552765257","https://openalex.org/W2114296159"],"abstract_inverted_index":{"We":[0,38,160],"consider":[1],"the":[2,9,40,49,57,61,89,97,112,157,164,167,191,197],"problem":[3],"of":[4,42,107,145,149,154,185,190,193],"distributed":[5,32,43,158],"feature":[6],"quantization,":[7],"where":[8],"goal":[10],"is":[11,70],"to":[12,21,48,166,176],"enable":[13],"a":[14,18,84,121,183],"pretrained":[15],"classifier":[16],"at":[17],"central":[19,58],"node":[20,59],"carry":[22],"out":[23],"its":[24],"classification":[25,50,168,199],"on":[26,88],"features":[27,155],"that":[28,55,128,162],"are":[29],"gathered":[30],"from":[31],"nodes":[33],"through":[34],"communication":[35],"constrained":[36],"channels.":[37],"propose":[39,125],"design":[41,116],"quantization":[44,53,126],"schemes":[45,54],"specifically":[46],"tailored":[47],"task:":[51],"unlike":[52],"help":[56],"reconstruct":[60],"original":[62],"signal":[63],"as":[64,66,174],"accurately":[65],"possible,":[67],"our":[68],"focus":[69],"not":[71,81],"reconstruction":[72],"accuracy,":[73],"but":[74,91],"instead":[75,92],"correct":[76],"classification.":[77],"Our":[78,100],"work":[79],"does":[80],"make":[82],"any":[83,143,147],"priori":[85],"distributional":[86],"assumptions":[87],"data,":[90,135],"uses":[93],"training":[94,134],"data":[95],"for":[96,120,142,196],"quantizer":[98],"design.":[99],"main":[101],"contributions":[102],"include:":[103],"we":[104,115,124,178],"prove":[105],"NP-hardness":[106],"finding":[108],"optimal":[109,118],"quantizers":[110,165],"in":[111,140,188],"general":[113],"case;":[114,123],"an":[117],"scheme":[119],"special":[122],"algorithms,":[127],"leverage":[129],"discrete":[130],"neural":[131],"representations":[132],"and":[133,136,151],"can":[137,170,179],"be":[138],"designed":[139],"polynomial-time":[141],"number":[144,148,192],"features,":[146],"classes,":[150],"arbitrary":[152],"division":[153],"across":[156],"nodes.":[159],"find":[161],"tailoring":[163],"task":[169],"offer":[171],"significant":[172],"savings:":[173],"compared":[175],"alternatives,":[177],"achieve":[180],"more":[181],"than":[182],"factor":[184],"two":[186],"reduction":[187],"terms":[189],"bits":[194],"communicated,":[195],"same":[198],"accuracy.":[200]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}