{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T05:29:46Z","timestamp":1782970186772,"version":"3.54.5"},"reference-count":83,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100000038","name":"Natural Sciences and Engineering Research Council of Canada","doi-asserted-by":"publisher","award":["RGPIN-2020-06622"],"award-info":[{"award-number":["RGPIN-2020-06622"]}],"id":[{"id":"10.13039\/501100000038","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Select. Areas Commun."],"published-print":{"date-parts":[[2020,7]]},"DOI":"10.1109\/jsac.2020.2986692","type":"journal-article","created":{"date-parts":[[2020,4,17]],"date-time":"2020-04-17T19:57:51Z","timestamp":1587153471000},"page":"1417-1431","source":"Crossref","is-referenced-by-count":25,"title":["Market Driven Multidomain Network Service Orchestration in 5G Networks"],"prefix":"10.1109","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6589-1666","authenticated-orcid":false,"given":"Mouhamad","family":"Dieye","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4378-9999","authenticated-orcid":false,"given":"Wael","family":"Jaafar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5681-6445","authenticated-orcid":false,"given":"Halima","family":"Elbiaze","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roch H.","family":"Glitho","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref73","first-page":"798","article-title":"Rv ?(t): A unifying approach to performance and convergence in online multiagent learning","author":"banerjee","year":"2006","journal-title":"Proc Int Joint Conf Autonomous Agents and Multiagent Systems"},{"key":"ref72","first-page":"242","article-title":"Correlated Q-learning","volume":"20","author":"greenwald","year":"2003","journal-title":"Proc ICML"},{"key":"ref71","first-page":"1039","article-title":"Nash Q-learning for general-sum stochastic games","volume":"4","author":"hu","year":"2003","journal-title":"J Mach Learn Res"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1016\/B978-1-55860-335-6.50027-1"},{"key":"ref76","article-title":"Coalition formation and combinatorial auctions; applications to self-organization and self-management in utility computing","author":"marinescu","year":"2014","journal-title":"arXiv 1406 7487"},{"key":"ref77","article-title":"FlexNGIA: A flexible Internet architecture for the next-generation tactile Internet","author":"zhani","year":"2019","journal-title":"arXiv 1905 07137"},{"key":"ref74","volume":"65","author":"spall","year":"2005","journal-title":"Introduction to Stochastic Search and Optimization Estimation Simulation and Control"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2018.2882535"},{"key":"ref75","article-title":"Empirically evaluating multiagent learning algorithms","author":"zawadzki","year":"2014","journal-title":"arXiv 1401 8074"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CSCN.2016.7785157"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2957648"},{"key":"ref79","year":"2019","journal-title":"Network 2030 A Blueprint of Technology Applications and Market Drivers Towards the Year 2030 and Beyond"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ICCW.2017.7962785"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2017.2733620"},{"key":"ref31","author":"campbell","year":"2013","journal-title":"Building QoS Into Distributed Systems IFIP TC6 WG6 1 Fifth International Workshop on Quality of Service (IWQOS)"},{"key":"ref30","article-title":"NFV management and orchestration in large-scale distributed systems","author":"abu-lebdeh","year":"2018"},{"key":"ref37","year":"2018","journal-title":"Network Functions Virtualisation (NFV) Release 3 Management and Orchestration Report on Architecture Options to Support Multiple Administrative Domains"},{"key":"ref36","year":"2018","journal-title":"Multi-domain Network Virtualization"},{"key":"ref35","year":"2015","journal-title":"Network Functions Virtualisation (NFV) Ecosystem Report on SDN Usage in NFV Architectural Framework"},{"key":"ref34","year":"2018","journal-title":"Open Network Automation Platform"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.2307\/2977633"},{"key":"ref62","article-title":"The economics of tacit collusion","author":"ivaldi","year":"2003"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1007\/s00199-003-0398-8"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-006-0143-1"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2017.2730199"},{"key":"ref64","first-page":"209","article-title":"Convergence and no-regret in multiagent learning","author":"bowling","year":"2005","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2016.09.001"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1038\/nature14236"},{"key":"ref66","first-page":"2613","article-title":"Double Q-learning","author":"hasselt","year":"2010","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref29","year":"2014","journal-title":"Network Functions Virtualisation (NFV) Architectural Framework"},{"key":"ref67","first-page":"374","article-title":"Iterative solution of games by fictitious play","volume":"13","author":"brown","year":"1951","journal-title":"Activ Anal Prod Allocat"},{"key":"ref68","first-page":"393","article-title":"Implicit negotiation in repeated games","author":"littman","year":"2001","journal-title":"Proc 3rd Int Workshop Agent Theor Arch Lang"},{"key":"ref69","first-page":"1089","article-title":"New criteria and a new algorithm for learning in multi-agent systems","author":"powers","year":"2005","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2014.6815890"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/ett.3103"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-13119-6_2"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2015.2402432"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/CNSM.2013.6727805"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2017.09.005"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2017.1600182"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICCNC.2015.7069378"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/CyberC.2016.100"},{"key":"ref50","first-page":"133","article-title":"Hyper-competition, collusion, free riding or coopetition: Basins of attraction when firms simultaneously compete and cooperate","volume":"17","author":"pathak","year":"2013","journal-title":"Nonlinear Dyn Psychol Life Sci"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/B978-1-55860-377-6.50032-3"},{"key":"ref59","article-title":"Complexity of training ReLU neural network","author":"boob","year":"2018","journal-title":"arXiv 1809 10787"},{"key":"ref58","author":"kearns","year":"1990","journal-title":"The Computational Complexity of Machine Learning"},{"key":"ref57","first-page":"855","article-title":"On the computational efficiency of training neural networks","author":"livni","year":"2014","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/S0304-3975(01)00057-3"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/2591796.2591820"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/3210377.3210394"},{"key":"ref53","first-page":"1223","article-title":"Large scale distributed deep networks","author":"dean","year":"2012","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref52","article-title":"Measuring the effects of data parallelism on neural network training","author":"shallue","year":"2018","journal-title":"arXiv 1811 03600"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2811395"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/SURV.2012.110112.00125"},{"key":"ref40","first-page":"1","article-title":"Impacts of MVNOs on mobile data service market","author":"kiiski","year":"2006","journal-title":"Proc 17th Eur Regional ITS Conf"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2016.2525418"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2015.2506578"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2017.7996490"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/18"},{"key":"ref82","year":"2017","journal-title":"Algorithms and Collusion Competition Policy in the Digital Age"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1111\/ecoj.12404"},{"key":"ref81","article-title":"Federated learning: Strategies for improving communication efficiency","author":"kone??","year":"2016","journal-title":"arXiv 1610 05492"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CLOUD.2010.57"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s12083-015-0383-6"},{"key":"ref83","year":"2019","journal-title":"Unified Architecture for Machine Learning in 5G and Future Networks"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/1958746.1958785"},{"key":"ref80","author":"li","year":"2019","journal-title":"Network 2030 and New IP"},{"key":"ref4","first-page":"1","year":"2015","journal-title":"5G White Paper"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2016.06.010"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2477041"},{"key":"ref5","article-title":"Report on standards gap analysis","author":"ashwood-smith","year":"2015"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/NetSys.2015.7089059"},{"key":"ref7","article-title":"Network service orchestration: A survey","author":"de sousa","year":"2018","journal-title":"arXiv 1803 06596"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.1040.0336"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/IUCC-CSS.2016.034"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2014.09.009"},{"key":"ref45","article-title":"Joint dominance and tacit collusion: An analysis of the Irish vodafone\/O2 case and the implications for competition and regulatory policy","author":"massey","year":"2008"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.4324\/9780203874301"},{"key":"ref47","first-page":"290","author":"brandenburger","year":"1996","journal-title":"Co-opetition"},{"key":"ref42","author":"cramton","year":"2006","journal-title":"Combinatorial Auctions"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCN.2010.5560049"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1257\/0895330027300"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-10406-0_17"}],"container-title":["IEEE Journal on Selected Areas in Communications"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/49\/9127210\/09069889.pdf?arnumber=9069889","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T14:22:13Z","timestamp":1651069333000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9069889\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7]]},"references-count":83,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/jsac.2020.2986692","relation":{},"ISSN":["0733-8716","1558-0008"],"issn-type":[{"value":"0733-8716","type":"print"},{"value":"1558-0008","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,7]]}}}