{"id":"https://openalex.org/W3168058493","doi":"https://doi.org/10.1109/tnet.2021.3078054","title":"A Flexible Distributed Stochastic Optimization Framework for Concurrent Tasks in Processing Networks","display_name":"A Flexible Distributed Stochastic Optimization Framework for Concurrent Tasks in Processing Networks","publication_year":2021,"publication_date":"2021-06-04","ids":{"openalex":"https://openalex.org/W3168058493","doi":"https://doi.org/10.1109/tnet.2021.3078054","mag":"3168058493"},"language":"en","primary_location":{"id":"doi:10.1109/tnet.2021.3078054","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2021.3078054","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"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/ACM Transactions on Networking","raw_type":"journal-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/A5029338309","display_name":"Zai Shi","orcid":"https://orcid.org/0000-0002-6403-5822"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zai Shi","raw_affiliation_strings":["The Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-6403-5822","affiliations":[{"raw_affiliation_string":"The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076974020","display_name":"Atilla Ery\u0131lmaz","orcid":"https://orcid.org/0000-0001-5560-5806"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Atilla Eryilmaz","raw_affiliation_strings":["The Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0001-5560-5806","affiliations":[{"raw_affiliation_string":"The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I52357470"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07244872,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"29","issue":"5","first_page":"2045","last_page":"2058"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9973000288009644,"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/T11321","display_name":"Error Correcting Code Techniques","score":0.9962999820709229,"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/computer-science","display_name":"Computer science","score":0.877013623714447},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.7159822583198547},{"id":"https://openalex.org/keywords/stochastic-optimization","display_name":"Stochastic optimization","score":0.6928794384002686},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.644683301448822},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.5796604156494141},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5310286283493042},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4746435582637787},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.46864837408065796},{"id":"https://openalex.org/keywords/shared-resource","display_name":"Shared resource","score":0.44810548424720764},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4131515622138977},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.2764718532562256},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11253055930137634},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10356664657592773},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09924134612083435}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.877013623714447},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.7159822583198547},{"id":"https://openalex.org/C194387892","wikidata":"https://www.wikidata.org/wiki/Q1747770","display_name":"Stochastic optimization","level":2,"score":0.6928794384002686},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.644683301448822},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5796604156494141},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5310286283493042},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4746435582637787},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.46864837408065796},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.44810548424720764},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4131515622138977},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2764718532562256},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11253055930137634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10356664657592773},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09924134612083435},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnet.2021.3078054","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2021.3078054","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"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/ACM Transactions on Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1060121603","display_name":null,"funder_award_id":"CNS-SpecEES-1824337","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3020841490","display_name":null,"funder_award_id":"HDTRA1-18-1-0050","funder_id":"https://openalex.org/F4320332186","funder_display_name":"Defense Threat Reduction Agency"},{"id":"https://openalex.org/G3405165046","display_name":null,"funder_award_id":"N00014-19-1-2621","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G4500825157","display_name":null,"funder_award_id":"CNS-NeTS-2007231","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7136181975","display_name":null,"funder_award_id":"CNS-NeTS-1717045","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7340397932","display_name":null,"funder_award_id":"CMMI-SMOR-1562065","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8682229216","display_name":null,"funder_award_id":"CNS-ICN-WEN-1719371","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"},{"id":"https://openalex.org/F4320332186","display_name":"Defense Threat Reduction Agency","ror":"https://ror.org/04tz64554"},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1502966765","https://openalex.org/W2044212084","https://openalex.org/W2063403497","https://openalex.org/W2066332749","https://openalex.org/W2106901427","https://openalex.org/W2123705108","https://openalex.org/W2135046866","https://openalex.org/W2140052047","https://openalex.org/W2148087609","https://openalex.org/W2154834860","https://openalex.org/W2173213060","https://openalex.org/W2537046506","https://openalex.org/W2591577911","https://openalex.org/W2617960902","https://openalex.org/W2760049195","https://openalex.org/W2766140019","https://openalex.org/W2890924858","https://openalex.org/W2962771678","https://openalex.org/W2962782955","https://openalex.org/W2963099310","https://openalex.org/W2963116103","https://openalex.org/W2963156126","https://openalex.org/W2963228337","https://openalex.org/W2963433607","https://openalex.org/W2963515790","https://openalex.org/W2963540381","https://openalex.org/W2963766684","https://openalex.org/W2963855576","https://openalex.org/W2966527647","https://openalex.org/W2982475424","https://openalex.org/W2990061623","https://openalex.org/W3011252985","https://openalex.org/W3101665129","https://openalex.org/W3102661755","https://openalex.org/W3143219376","https://openalex.org/W4254315244","https://openalex.org/W4301388088","https://openalex.org/W6719096701","https://openalex.org/W6732116920","https://openalex.org/W6738250615","https://openalex.org/W6745723224","https://openalex.org/W6754341472","https://openalex.org/W6754416507","https://openalex.org/W6764194201","https://openalex.org/W6770379276","https://openalex.org/W6785540505"],"related_works":["https://openalex.org/W1487555369","https://openalex.org/W1978745259","https://openalex.org/W3127438322","https://openalex.org/W4287330080","https://openalex.org/W1990112656","https://openalex.org/W4283738289","https://openalex.org/W2363855676","https://openalex.org/W2152231846","https://openalex.org/W195464835","https://openalex.org/W193468460"],"abstract_inverted_index":{"Distributed":[0],"stochastic":[1,42,127,160],"optimization":[2,30,43,57,64,85,161],"has":[3],"important":[4],"applications":[5],"in":[6,59],"the":[7,29,47,56,89,93,122,152,170,174,184],"practical":[8],"implementation":[9],"of":[10,24,31,125,144,158,173],"machine":[11],"learning":[12],"and":[13,133,155],"signal":[14],"processing":[15,185],"setup":[16],"by":[17,137,183],"providing":[18],"means":[19],"to":[20,26,52,82,91],"allow":[21],"interconnected":[22],"network":[23],"processors":[25,48],"work":[27],"towards":[28],"a":[32,105,114,139],"global":[33],"objective":[34],"with":[35,74,96,177],"intermittent":[36],"communication.":[37],"Existing":[38],"works":[39],"on":[40],"distributed":[41,126,159],"predominantly":[44],"assume":[45],"all":[46],"storing":[49],"related":[50],"data":[51],"perform":[53],"updates":[54],"for":[55,147],"task":[58],"each":[60],"iteration.":[61],"However,":[62],"such":[63],"processes":[65],"are":[66],"typically":[67],"executed":[68],"at":[69],"shared":[70],"computing/data":[71],"centers":[72],"along":[73],"other":[75,97,178],"concurrent":[76,179],"tasks.":[77,99],"Therefore,":[78],"it":[79],"is":[80],"necessary":[81],"develop":[83],"efficient":[84],"methods":[86],"that":[87,109,136],"possess":[88],"flexibility":[90,112,140],"share":[92],"computing":[94,116],"resources":[95,176],"ongoing":[98],"In":[100],"this":[101,111],"work,":[102],"we":[103],"propose":[104],"new":[106],"first-order":[107],"framework":[108,167],"allows":[110],"through":[113],"probabilistic":[115],"resource":[117],"allocation":[118],"strategy":[119],"while":[120],"guaranteeing":[121],"satisfactory":[123],"performance":[124],"optimization.":[128],"Our":[129],"results,":[130],"both":[131],"analytical":[132],"numerical,":[134],"show":[135],"controlling":[138],"parameter,":[141],"our":[142],"suite":[143],"algorithms":[145],"(designed":[146],"various":[148],"scenarios)":[149],"can":[150],"achieve":[151],"lower":[153],"computation":[154],"communication":[156],"costs":[157],"than":[162],"their":[163],"inflexible":[164],"counterparts.":[165],"This":[166],"also":[168],"enables":[169],"fair":[171],"sharing":[172],"common":[175],"tasks":[180],"being":[181],"processed":[182],"network.":[186]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
