{"id":"https://openalex.org/W2946936942","doi":"https://doi.org/10.1109/jsac.2019.2933890","title":"Deep Learning for Distributed Optimization: Applications to Wireless Resource Management","display_name":"Deep Learning for Distributed Optimization: Applications to Wireless Resource Management","publication_year":2019,"publication_date":"2019-08-08","ids":{"openalex":"https://openalex.org/W2946936942","doi":"https://doi.org/10.1109/jsac.2019.2933890","mag":"2946936942"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2019.2933890","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2019.2933890","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Communications","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1905.13378","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100667504","display_name":"Hoon Lee","orcid":"https://orcid.org/0000-0003-0753-8324"},"institutions":[{"id":"https://openalex.org/I8991828","display_name":"Pukyong National University","ror":"https://ror.org/0433kqc49","country_code":"KR","type":"education","lineage":["https://openalex.org/I8991828"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hoon Lee","raw_affiliation_strings":["Department of Information and Communications Engineering, Pukyong National University, Busan, South Korea","Pukyong National University"],"raw_orcid":"https://orcid.org/0000-0003-0753-8324","affiliations":[{"raw_affiliation_string":"Department of Information and Communications Engineering, Pukyong National University, Busan, South Korea","institution_ids":["https://openalex.org/I8991828"]},{"raw_affiliation_string":"Pukyong National University","institution_ids":["https://openalex.org/I8991828"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100460354","display_name":"Sang Hyun Lee","orcid":"https://orcid.org/0000-0001-5385-2061"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sang Hyun Lee","raw_affiliation_strings":["School of Electrical Engineering, Korea University, Seoul, South Korea","Korea University"],"raw_orcid":"https://orcid.org/0000-0001-5385-2061","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea University, Seoul, South Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Korea University","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030858163","display_name":"Tony Q. S. Quek","orcid":"https://orcid.org/0000-0002-4037-3149"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]},{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR","SG"],"is_corresponding":false,"raw_author_name":"Tony Q. S. Quek","raw_affiliation_strings":["Department of Electronic Engineering, Kyung Hee University, Yongin, South Korea","Singapore University of Technology and Design"],"raw_orcid":"https://orcid.org/0000-0002-4037-3149","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Kyung Hee University, Yongin, South Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"Singapore University of Technology and Design","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6913,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.6236677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"37","issue":"10","first_page":"2251","last_page":"2266"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9997000098228455,"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":0.9987000226974487,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9977999925613403,"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":0.7926757335662842},{"id":"https://openalex.org/keywords/backhaul","display_name":"Backhaul (telecommunications)","score":0.6960733532905579},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6447584629058838},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.588808536529541},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5609158277511597},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.48907357454299927},{"id":"https://openalex.org/keywords/distributed-algorithm","display_name":"Distributed algorithm","score":0.4603424370288849},{"id":"https://openalex.org/keywords/convex-optimization","display_name":"Convex optimization","score":0.4425590932369232},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4343797564506531},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4262271523475647},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.41101205348968506},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3799082338809967},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.3705785870552063},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21738994121551514},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.101156085729599},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09526589512825012}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7926757335662842},{"id":"https://openalex.org/C103760667","wikidata":"https://www.wikidata.org/wiki/Q798444","display_name":"Backhaul (telecommunications)","level":3,"score":0.6960733532905579},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6447584629058838},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.588808536529541},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5609158277511597},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.48907357454299927},{"id":"https://openalex.org/C130120984","wikidata":"https://www.wikidata.org/wiki/Q2835898","display_name":"Distributed algorithm","level":2,"score":0.4603424370288849},{"id":"https://openalex.org/C157972887","wikidata":"https://www.wikidata.org/wiki/Q463359","display_name":"Convex optimization","level":3,"score":0.4425590932369232},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4343797564506531},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4262271523475647},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.41101205348968506},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3799082338809967},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.3705785870552063},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21738994121551514},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.101156085729599},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09526589512825012},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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":5,"locations":[{"id":"doi:10.1109/jsac.2019.2933890","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2019.2933890","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Communications","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1905.13378","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1905.13378","pdf_url":"https://arxiv.org/pdf/1905.13378","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"raw_type":"text"},{"id":"mag:2946936942","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/1905.13378","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"pmh:oai:scholarworks.unist.ac.kr:201301/65464","is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8792179","pdf_url":null,"source":{"id":"https://openalex.org/S4306401118","display_name":"Scholarworks@UNIST (Ulsan National Institute of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48566637","host_organization_name":"Ulsan National Institute of Science and Technology","host_organization_lineage":["https://openalex.org/I48566637"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"ARTICLE"},{"id":"doi:10.48550/arxiv.1905.13378","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1905.13378","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1905.13378","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1905.13378","pdf_url":"https://arxiv.org/pdf/1905.13378","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324110","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2946936942.pdf"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1583776211","https://openalex.org/W1970830346","https://openalex.org/W2042738017","https://openalex.org/W2048093285","https://openalex.org/W2072128103","https://openalex.org/W2096092982","https://openalex.org/W2098257210","https://openalex.org/W2100755644","https://openalex.org/W2124982716","https://openalex.org/W2125493299","https://openalex.org/W2137813581","https://openalex.org/W2137983211","https://openalex.org/W2161272050","https://openalex.org/W2164278908","https://openalex.org/W2168595116","https://openalex.org/W2210084516","https://openalex.org/W2242818861","https://openalex.org/W2258157321","https://openalex.org/W2296319761","https://openalex.org/W2508393166","https://openalex.org/W2592457170","https://openalex.org/W2597120500","https://openalex.org/W2616867685","https://openalex.org/W2734408173","https://openalex.org/W2736068844","https://openalex.org/W2789734068","https://openalex.org/W2797033345","https://openalex.org/W2797462110","https://openalex.org/W2810236238","https://openalex.org/W2811302145","https://openalex.org/W2859887037","https://openalex.org/W2883094398","https://openalex.org/W2883104796","https://openalex.org/W2885238370","https://openalex.org/W2894241318","https://openalex.org/W2905030038","https://openalex.org/W2919115771","https://openalex.org/W2949117887","https://openalex.org/W2962063893","https://openalex.org/W2963097630","https://openalex.org/W2963619462","https://openalex.org/W2964121744","https://openalex.org/W2974170798","https://openalex.org/W3100343705","https://openalex.org/W3146803896","https://openalex.org/W4250530426","https://openalex.org/W4250589301","https://openalex.org/W4292363360","https://openalex.org/W6628950865","https://openalex.org/W6631190155","https://openalex.org/W6631943919","https://openalex.org/W6638667902","https://openalex.org/W6690026940","https://openalex.org/W6734122017","https://openalex.org/W6743923790","https://openalex.org/W6753576383"],"related_works":["https://openalex.org/W2556913586","https://openalex.org/W3202493048","https://openalex.org/W2912427373","https://openalex.org/W2129295346","https://openalex.org/W2747172586","https://openalex.org/W3198213848","https://openalex.org/W2523720233","https://openalex.org/W2964097997","https://openalex.org/W2950145655","https://openalex.org/W3214610952","https://openalex.org/W3207463237","https://openalex.org/W2140234885","https://openalex.org/W3190006346","https://openalex.org/W3123699014","https://openalex.org/W1874281995","https://openalex.org/W3003518926","https://openalex.org/W3005476708","https://openalex.org/W3028102177","https://openalex.org/W2891221537","https://openalex.org/W3160605758"],"abstract_inverted_index":{"This":[0],"paper":[1],"studies":[2],"a":[3,52,63,156],"deep":[4,102],"learning":[5],"(DL)":[6],"framework":[7,175],"to":[8,26,49,68,108,124,131,139],"solve":[9],"distributed":[10,72,84,154,173],"non-convex":[11,132],"constrained":[12,143],"optimizations":[13,91],"in":[14,51,178],"wireless":[15,183],"networks":[16,104],"where":[17,134],"multiple":[18],"computing":[19],"nodes,":[20],"interconnected":[21],"via":[22],"backhaul":[23,46,66],"links,":[24],"desire":[25],"determine":[27],"an":[28,44,110],"efficient":[29],"assignment":[30],"of":[31,71,89,95,127,182,191],"their":[32],"states":[33],"based":[34,148],"on":[35,149],"local":[36],"observations.":[37],"Two":[38],"different":[39],"configurations":[40,181],"are":[41,106,122],"considered:":[42],"First,":[43],"infinite-capacity":[45],"enables":[47],"nodes":[48],"communicate":[50],"lossless":[53],"way,":[54],"thereby":[55],"obtaining":[56],"the":[57,69,87,90,93,96,114,119,128,150,161,189],"solution":[58,97,115],"by":[59],"centralized":[60],"computations.":[61],"Second,":[62],"practical":[64],"finite-capacity":[65],"leads":[67],"deployment":[70],"solvers":[73],"equipped":[74],"along":[75],"with":[76],"quantizers":[77],"for":[78,113,166],"communication":[79],"through":[80],"capacity-limited":[81],"backhaul.":[82],"The":[83],"nature":[85],"and":[86],"non-convexity":[88],"render":[92],"identification":[94],"unwieldy.":[98],"To":[99],"handle":[100],"them,":[101],"neural":[103],"(DNNs)":[105],"introduced":[107],"approximate":[109],"unknown":[111],"computation":[112],"accurately.":[116],"In":[117],"consequence,":[118],"original":[120],"problems":[121],"transformed":[123],"training":[125,144],"tasks":[126],"DNNs":[129],"subject":[130],"constraints":[133],"existing":[135,196],"DL":[136,174],"libraries":[137],"fail":[138],"extend":[140],"straightforwardly.":[141],"A":[142],"strategy":[145],"is":[146,164,176],"developed":[147,165],"primal-dual":[151],"method.":[152],"For":[153],"implementation,":[155],"novel":[157],"binarization":[158],"technique":[159],"at":[160,168],"output":[162],"layer":[163],"quantization":[167],"each":[169],"node.":[170],"Our":[171],"proposed":[172,193],"examined":[177],"various":[179],"network":[180],"resource":[184],"management.":[185],"Numerical":[186],"results":[187],"verify":[188],"effectiveness":[190],"our":[192],"approach":[194],"over":[195],"optimization":[197],"techniques.":[198]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
