{"id":"https://openalex.org/W2041942153","doi":"https://doi.org/10.1109/icassp.2013.6638696","title":"Distributed inference over regression and classification models","display_name":"Distributed inference over regression and classification models","publication_year":2013,"publication_date":"2013-05-01","ids":{"openalex":"https://openalex.org/W2041942153","doi":"https://doi.org/10.1109/icassp.2013.6638696","mag":"2041942153"},"language":"en","primary_location":{"id":"doi:10.1109/icassp.2013.6638696","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2013.6638696","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Acoustics, Speech and Signal Processing","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/233443","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054060991","display_name":"Zaid J. Towfic","orcid":"https://orcid.org/0000-0002-3631-7451"},"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":"Zaid J. Towfic","raw_affiliation_strings":["Electrical Engineering Department, University of California, Los Angeles, USA","Electr. Eng. Dept., Univ. of California Los angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electr. Eng. Dept., Univ. of California Los angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088339142","display_name":"Jianshu Chen","orcid":"https://orcid.org/0000-0001-8216-2756"},"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":"Jianshu Chen","raw_affiliation_strings":["Electrical Engineering Department, University of California, Los Angeles, USA","Electr. Eng. Dept., Univ. of California Los angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electr. Eng. Dept., Univ. of California Los angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091103447","display_name":"Ali H. Sayed","orcid":"https://orcid.org/0000-0002-5125-5519"},"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":"Ali H. Sayed","raw_affiliation_strings":["Electrical Engineering Department, University of California, Los Angeles, USA","Electr. Eng. Dept., Univ. of California Los angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electr. Eng. Dept., Univ. of California Los angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":null,"first_page":"5406","last_page":"5410"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9991999864578247,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9991999864578247,"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/T10320","display_name":"Neural Networks and Applications","score":0.9976000189781189,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9972000122070312,"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/divergence","display_name":"Divergence (linguistics)","score":0.8138247728347778},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7373019456863403},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.6138929724693298},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5807377696037292},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5110069513320923},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.49558985233306885},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4781164526939392},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.43427711725234985},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3990169167518616},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36894822120666504},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.295779287815094},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.28034383058547974}],"concepts":[{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.8138247728347778},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7373019456863403},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.6138929724693298},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5807377696037292},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5110069513320923},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.49558985233306885},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4781164526939392},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.43427711725234985},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3990169167518616},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36894822120666504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.295779287815094},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.28034383058547974},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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":2,"locations":[{"id":"doi:10.1109/icassp.2013.6638696","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2013.6638696","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Acoustics, Speech and Signal Processing","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:233443","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/233443","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:233443","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/233443","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1488376576","https://openalex.org/W1513983351","https://openalex.org/W1667165204","https://openalex.org/W1769809944","https://openalex.org/W1992208280","https://openalex.org/W2007208291","https://openalex.org/W2019329994","https://openalex.org/W2024046085","https://openalex.org/W2024307985","https://openalex.org/W2029080014","https://openalex.org/W2042664989","https://openalex.org/W2044212084","https://openalex.org/W2049469158","https://openalex.org/W2049633694","https://openalex.org/W2096989558","https://openalex.org/W2099111195","https://openalex.org/W2118776392","https://openalex.org/W2119821739","https://openalex.org/W2121820607","https://openalex.org/W2136360692","https://openalex.org/W2138309709","https://openalex.org/W2154834860","https://openalex.org/W2156779765","https://openalex.org/W2157112198","https://openalex.org/W2160827399","https://openalex.org/W2162594647","https://openalex.org/W2951327449","https://openalex.org/W2952033860","https://openalex.org/W3113221786","https://openalex.org/W4239510810","https://openalex.org/W4253405001","https://openalex.org/W6629173253","https://openalex.org/W6662929504","https://openalex.org/W6674859440","https://openalex.org/W6680165598","https://openalex.org/W6683140599","https://openalex.org/W6683245038"],"related_works":["https://openalex.org/W3208095355","https://openalex.org/W2177370417","https://openalex.org/W2052507016","https://openalex.org/W2180461068","https://openalex.org/W2051816080","https://openalex.org/W2055243143","https://openalex.org/W4310813911","https://openalex.org/W2156730189","https://openalex.org/W2358962854","https://openalex.org/W2952771957"],"abstract_inverted_index":{"We":[0,18,62],"study":[1],"the":[2,12,24,36,48,53,58,67,75],"distributed":[3],"inference":[4],"task":[5],"over":[6],"regression":[7],"and":[8,41,55,72,82],"classification":[9],"models":[10],"where":[11,45],"likelihood":[13,29],"function":[14],"is":[15,47,57],"strongly":[16],"log-concave.":[17],"show":[19,73],"that":[20,74],"diffusion":[21,76,87],"strategies":[22],"allow":[23],"KL":[25,70],"divergence":[26,71],"between":[27],"two":[28],"functions":[30],"to":[31,33,96],"converge":[32],"zero":[34],"at":[35],"rate":[37],"1/Ni":[38],"on":[39],"average":[40],"with":[42],"high":[43],"probability,":[44],"N":[46],"number":[49,59],"of":[50,60],"nodes":[51],"in":[52,94],"network":[54],"i":[56],"iterations.":[61],"derive":[63],"asymptotic":[64],"expressions":[65],"for":[66],"expected":[68],"regularized":[69],"strategy":[77],"can":[78,89],"outperform":[79],"both":[80],"non-cooperative":[81],"conventional":[83],"centralized":[84],"strategies,":[85],"since":[86],"implementations":[88],"weigh":[90],"a":[91],"node's":[92],"contribution":[93],"proportion":[95],"its":[97],"noise":[98],"level.":[99]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
