{"id":"https://openalex.org/W2202546323","doi":"https://doi.org/10.1109/cdc.2015.7402404","title":"An asynchronous mini-batch algorithm for regularized stochastic optimization","display_name":"An asynchronous mini-batch algorithm for regularized stochastic optimization","publication_year":2015,"publication_date":"2015-12-01","ids":{"openalex":"https://openalex.org/W2202546323","doi":"https://doi.org/10.1109/cdc.2015.7402404","mag":"2202546323"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2015.7402404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2015.7402404","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 54th IEEE Conference on Decision and Control (CDC)","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/A5038418293","display_name":"Hamid Reza Feyzmahdavian","orcid":"https://orcid.org/0000-0003-1149-4715"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Hamid Reza Feyzmahdavian","raw_affiliation_strings":["Department of Automatic Control, Royal Institute of Technology (KTH), Stockholm, Sweden","Department of Automatic Control, School of Electrical Engineering and ACCESS Linnaeus Center, Royal Institute of Technology (KTH), SE-100 44 Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Automatic Control, Royal Institute of Technology (KTH), Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]},{"raw_affiliation_string":"Department of Automatic Control, School of Electrical Engineering and ACCESS Linnaeus Center, Royal Institute of Technology (KTH), SE-100 44 Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027754543","display_name":"Arda Aytekin","orcid":"https://orcid.org/0000-0003-1725-2901"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Arda Aytekin","raw_affiliation_strings":["Department of Automatic Control, Royal Institute of Technology (KTH), Stockholm, Sweden","Department of Automatic Control, School of Electrical Engineering and ACCESS Linnaeus Center, Royal Institute of Technology (KTH), SE-100 44 Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Automatic Control, Royal Institute of Technology (KTH), Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]},{"raw_affiliation_string":"Department of Automatic Control, School of Electrical Engineering and ACCESS Linnaeus Center, Royal Institute of Technology (KTH), SE-100 44 Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024256519","display_name":"Mikael Johansson","orcid":"https://orcid.org/0000-0002-2237-2580"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Mikael Johansson","raw_affiliation_strings":["Department of Automatic Control, Royal Institute of Technology (KTH), Stockholm, Sweden","Department of Automatic Control, School of Electrical Engineering and ACCESS Linnaeus Center, Royal Institute of Technology (KTH), SE-100 44 Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Automatic Control, Royal Institute of Technology (KTH), Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]},{"raw_affiliation_string":"Department of Automatic Control, School of Electrical Engineering and ACCESS Linnaeus Center, Royal Institute of Technology (KTH), SE-100 44 Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5038418293"],"corresponding_institution_ids":["https://openalex.org/I86987016"],"apc_list":null,"apc_paid":null,"fwci":3.0201,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.92703948,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"1384","last_page":"1389"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9968000054359436,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9961000084877014,"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/asynchronous-communication","display_name":"Asynchronous communication","score":0.8706369400024414},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7082911729812622},{"id":"https://openalex.org/keywords/idle","display_name":"Idle","score":0.6865726113319397},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.6856368780136108},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4960499703884125},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4852152168750763},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.45586326718330383},{"id":"https://openalex.org/keywords/distributed-algorithm","display_name":"Distributed algorithm","score":0.4554058015346527},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.441667377948761},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.42044228315353394},{"id":"https://openalex.org/keywords/batch-processing","display_name":"Batch processing","score":0.41638314723968506},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.2929404675960541},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17950385808944702},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.07635074853897095}],"concepts":[{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.8706369400024414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7082911729812622},{"id":"https://openalex.org/C16320812","wikidata":"https://www.wikidata.org/wiki/Q1812200","display_name":"Idle","level":2,"score":0.6865726113319397},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.6856368780136108},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4960499703884125},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4852152168750763},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.45586326718330383},{"id":"https://openalex.org/C130120984","wikidata":"https://www.wikidata.org/wiki/Q2835898","display_name":"Distributed algorithm","level":2,"score":0.4554058015346527},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.441667377948761},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.42044228315353394},{"id":"https://openalex.org/C172658912","wikidata":"https://www.wikidata.org/wiki/Q661613","display_name":"Batch processing","level":2,"score":0.41638314723968506},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2929404675960541},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17950385808944702},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.07635074853897095},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cdc.2015.7402404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2015.7402404","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 54th IEEE Conference on Decision and Control (CDC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W131378802","https://openalex.org/W205960364","https://openalex.org/W604355987","https://openalex.org/W778657980","https://openalex.org/W796926850","https://openalex.org/W809736386","https://openalex.org/W1442374986","https://openalex.org/W1480376833","https://openalex.org/W1501362825","https://openalex.org/W1506295250","https://openalex.org/W1574923065","https://openalex.org/W1583138050","https://openalex.org/W1867639261","https://openalex.org/W1869943389","https://openalex.org/W1877037013","https://openalex.org/W1969048569","https://openalex.org/W1969095781","https://openalex.org/W1990585910","https://openalex.org/W1992208280","https://openalex.org/W1994616650","https://openalex.org/W1998880679","https://openalex.org/W2016384870","https://openalex.org/W2016937404","https://openalex.org/W2024484010","https://openalex.org/W2032395696","https://openalex.org/W2045744861","https://openalex.org/W2049469158","https://openalex.org/W2051381803","https://openalex.org/W2060393849","https://openalex.org/W2065241082","https://openalex.org/W2079482358","https://openalex.org/W2090376964","https://openalex.org/W2096199223","https://openalex.org/W2100007248","https://openalex.org/W2101868363","https://openalex.org/W2105767123","https://openalex.org/W2106901427","https://openalex.org/W2108948681","https://openalex.org/W2112269233","https://openalex.org/W2122825543","https://openalex.org/W2130062883","https://openalex.org/W2133233009","https://openalex.org/W2133941677","https://openalex.org/W2135046866","https://openalex.org/W2138243089","https://openalex.org/W2140451424","https://openalex.org/W2150102617","https://openalex.org/W2154834860","https://openalex.org/W2162287622","https://openalex.org/W2163525955","https://openalex.org/W2166706236","https://openalex.org/W2167302917","https://openalex.org/W2168231600","https://openalex.org/W2168909589","https://openalex.org/W2169713291","https://openalex.org/W2170489556","https://openalex.org/W2202546323","https://openalex.org/W2787894218","https://openalex.org/W2962720772","https://openalex.org/W2963755123","https://openalex.org/W2963861706","https://openalex.org/W2963903325","https://openalex.org/W3023471860","https://openalex.org/W3141595720","https://openalex.org/W6605426635","https://openalex.org/W6618336510","https://openalex.org/W6622473587","https://openalex.org/W6622676206","https://openalex.org/W6630053611","https://openalex.org/W6638900827","https://openalex.org/W6638964912","https://openalex.org/W6639367726","https://openalex.org/W6674593956","https://openalex.org/W6675069819","https://openalex.org/W6679314259","https://openalex.org/W6680915361","https://openalex.org/W6681875376","https://openalex.org/W6684249991","https://openalex.org/W6684471329","https://openalex.org/W6763775535","https://openalex.org/W6764309476"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2027972911","https://openalex.org/W2146343568","https://openalex.org/W2013643406","https://openalex.org/W2157978810","https://openalex.org/W2597809628","https://openalex.org/W1500978221"],"abstract_inverted_index":{"Mini-batch":[0],"optimization":[1,71],"has":[2],"proven":[3],"to":[4,33,58,80,93],"be":[5],"a":[6,126],"powerful":[7],"paradigm":[8],"for":[9,54,68],"large-scale":[10],"learning.":[11],"However,":[12],"the":[13,16,55,90,106,112],"state":[14],"of":[15,114],"art":[17],"mini-batch":[18,66],"algorithms":[19],"assume":[20],"synchronous":[21,41],"operation":[22],"or":[23,37],"cyclic":[24,43],"update":[25,85],"orders.":[26],"When":[27],"worker":[28],"nodes":[29,57],"are":[30,45,120],"heterogeneous":[31],"(due":[32],"different":[34,38],"computational":[35],"capabilities,":[36],"communication":[39],"delays),":[40],"and":[42,77,105],"operations":[44],"inefficient":[46],"since":[47],"they":[48],"will":[49],"leave":[50],"workers":[51,79,115],"idle":[52,75],"waiting":[53,76],"slower":[56],"complete":[59],"their":[60,83],"work.":[61],"We":[62,87],"propose":[63],"an":[64,95],"asynchronous":[65],"algorithm":[67,107],"regularized":[69],"stochastic":[70],"problems":[72],"that":[73,89],"eliminates":[74],"allows":[78],"run":[81],"at":[82],"maximal":[84],"rates.":[86],"show":[88],"time":[91],"necessary":[92],"compute":[94],"\u03f5-optimal":[96],"solution":[97],"is":[98,116],"asymptotically":[99],"O(1/\u03f5":[100],"<sup":[101],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[102],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[103],"),":[104],"enjoys":[108],"near-linear":[109],"speedup":[110],"if":[111],"number":[113],"O(1/\u221a\u03f5).":[117],"Theoretical":[118],"results":[119],"confirmed":[121],"in":[122],"real":[123],"implementations":[124],"on":[125],"distributed":[127],"computing":[128],"infrastructure.":[129]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
