{"id":"https://openalex.org/W2611325336","doi":"https://doi.org/10.1109/globalsip.2016.7905894","title":"A data-driven approach to stochastic network optimization","display_name":"A data-driven approach to stochastic network optimization","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2611325336","doi":"https://doi.org/10.1109/globalsip.2016.7905894","mag":"2611325336"},"language":"en","primary_location":{"id":"doi:10.1109/globalsip.2016.7905894","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globalsip.2016.7905894","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE Global Conference on Signal and Information Processing (GlobalSIP)","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/A5100783476","display_name":"Tianyi Chen","orcid":"https://orcid.org/0000-0003-3477-1439"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tianyi Chen","raw_affiliation_strings":["Departments of ECE and DTC, University of Minnesota"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of ECE and DTC, University of Minnesota","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008417632","display_name":"Aryan Mokhtari","orcid":"https://orcid.org/0000-0001-6603-0091"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aryan Mokhtari","raw_affiliation_strings":["Department of Electrical and Systems Engineering, University of Pennsylvania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Systems Engineering, University of Pennsylvania","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061028507","display_name":"Xin Wang","orcid":"https://orcid.org/0000-0001-8969-1415"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["Department of CSE and Key Lab for Inf. Sci. of EMW (MoE), Fudan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of CSE and Key Lab for Inf. Sci. of EMW (MoE), Fudan University","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078862959","display_name":"Alejandro Ribeiro","orcid":"https://orcid.org/0000-0003-4230-9906"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alejandro Ribeiro","raw_affiliation_strings":["Department of Electrical and Systems Engineering, University of Pennsylvania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Systems Engineering, University of Pennsylvania","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026758314","display_name":"Georgios B. Giannakis","orcid":"https://orcid.org/0000-0002-0196-0260"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Georgios B. Giannakis","raw_affiliation_strings":["Departments of ECE and DTC, University of Minnesota"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of ECE and DTC, University of Minnesota","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2954,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69268479,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"510","last_page":"514"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9993000030517578,"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/T13553","display_name":"Age of Information Optimization","score":0.9993000030517578,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7129228115081787},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6879472136497498},{"id":"https://openalex.org/keywords/stochastic-optimization","display_name":"Stochastic optimization","score":0.6124368906021118},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5972908735275269},{"id":"https://openalex.org/keywords/stochastic-programming","display_name":"Stochastic programming","score":0.5694238543510437},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.49697259068489075},{"id":"https://openalex.org/keywords/queue","display_name":"Queue","score":0.46935659646987915},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.45237433910369873},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4264650344848633},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4220905005931854},{"id":"https://openalex.org/keywords/linear-programming","display_name":"Linear programming","score":0.41401106119155884},{"id":"https://openalex.org/keywords/dynamic-programming","display_name":"Dynamic programming","score":0.4122385084629059},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18533357977867126},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1613602340221405},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11628249287605286}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7129228115081787},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6879472136497498},{"id":"https://openalex.org/C194387892","wikidata":"https://www.wikidata.org/wiki/Q1747770","display_name":"Stochastic optimization","level":2,"score":0.6124368906021118},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5972908735275269},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.5694238543510437},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.49697259068489075},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.46935659646987915},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.45237433910369873},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4264650344848633},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4220905005931854},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.41401106119155884},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.4122385084629059},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18533357977867126},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1613602340221405},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11628249287605286},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","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},{"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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globalsip.2016.7905894","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globalsip.2016.7905894","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE Global Conference on Signal and Information Processing (GlobalSIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1965392255","https://openalex.org/W1966820018","https://openalex.org/W1987328208","https://openalex.org/W2005318779","https://openalex.org/W2020909452","https://openalex.org/W2029184861","https://openalex.org/W2088537296","https://openalex.org/W2098254860","https://openalex.org/W2101178122","https://openalex.org/W2110302464","https://openalex.org/W2111762623","https://openalex.org/W2114831195","https://openalex.org/W2137152139","https://openalex.org/W2156909104","https://openalex.org/W2166909680","https://openalex.org/W2276903495","https://openalex.org/W2295849380","https://openalex.org/W2296112516","https://openalex.org/W2492150193","https://openalex.org/W2531862309","https://openalex.org/W2798766386","https://openalex.org/W2950991820","https://openalex.org/W2952215077","https://openalex.org/W4206686222","https://openalex.org/W4254313632","https://openalex.org/W6680196509","https://openalex.org/W6697452822","https://openalex.org/W6728664334"],"related_works":["https://openalex.org/W175006096","https://openalex.org/W2086136595","https://openalex.org/W4254717236","https://openalex.org/W2377757044","https://openalex.org/W3160952126","https://openalex.org/W1518635954","https://openalex.org/W2382905498","https://openalex.org/W2320103255","https://openalex.org/W798918733","https://openalex.org/W3092334672"],"abstract_inverted_index":{"This":[0],"paper":[1],"considers":[2],"the":[3,26,44,59,80,93,100,104,119],"long-term":[4],"network":[5,130],"resource":[6],"allocation":[7],"problem":[8,15,34,46],"subject":[9],"to":[10,43,79,92,99],"queue":[11],"stability.":[12],"The":[13,86],"dynamic":[14],"is":[16,55,89,112],"first":[17,68],"reformulated":[18],"as":[19,63],"a":[20],"static":[21,28],"stochastic":[22,61],"programming.":[23],"To":[24],"tackle":[25],"resultant":[27],"programming,":[29],"we":[30],"study":[31],"its":[32],"dual":[33,60,82],"which":[35,76,96],"contains":[36],"finite":[37],"number":[38],"of":[39,103,128],"variables":[40],"in":[41,84],"oppose":[42],"primal":[45],"that":[47,118],"has":[48],"infinite":[49],"dimension.":[50],"A":[51],"novel":[52,120],"online":[53,94],"framework":[54],"developed":[56],"by":[57],"formulating":[58],"optimization":[62,131],"empirical":[64],"risk":[65],"minimization.":[66],"We":[67],"propose":[69],"an":[70],"offline":[71,87],"scheme":[72],"for":[73],"batch":[74],"training":[75,106],"linearly":[77],"converges":[78,98],"optimal":[81],"argument":[83],"expectation.":[85],"approach":[88,121],"further":[90],"extended":[91],"setting":[95],"successfully":[97],"statistical":[101],"accuracy":[102],"adaptive":[105],"set":[107],"with":[108],"high":[109],"probability.":[110],"It":[111],"both":[113],"theoretically":[114],"and":[115,126],"numerically":[116],"established":[117],"can":[122],"significantly":[123],"improve":[124],"delay":[125],"convergence":[127],"existing":[129],"schemes.":[132]},"counts_by_year":[{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
