{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T05:51:24Z","timestamp":1750830684429,"version":"3.28.0"},"reference-count":38,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"DOI":"10.23919\/icif.2018.8455532","type":"proceedings-article","created":{"date-parts":[[2018,9,6]],"date-time":"2018-09-06T22:47:48Z","timestamp":1536274068000},"page":"814-821","source":"Crossref","is-referenced-by-count":10,"title":["Distributed Machine Learning in Coalition Environments: Overview of Techniques"],"prefix":"10.23919","author":[{"given":"Tiffany","family":"Tuor","sequence":"first","affiliation":[]},{"given":"Shiqiang","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Kin K.","family":"Leung","sequence":"additional","affiliation":[]},{"given":"Kevin","family":"Chan","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2013.010214.121856"},{"key":"ref33","first-page":"541","article-title":"Nash convergence of gradient dynamics in general-sum games","author":"singh","year":"2000","journal-title":"Sixteenth Conference on Uncertainty in Artificial Intelligence"},{"key":"ref32","first-page":"1039","article-title":"Nash q-learning for general-sum stochastic games","volume":"4","author":"hu","year":"2015","journal-title":"The Journal of Machine Learning Research"},{"key":"ref31","first-page":"746","article-title":"The dynamics of reinforcement learning in cooperative multiagent systems","author":"claus","year":"1998","journal-title":"AAAI\/IAAI"},{"key":"ref30","first-page":"157","article-title":"Markov games as a framework for multi-agent reinforcement learning","volume":"94","author":"littman","year":"2015","journal-title":"ICML"},{"key":"ref37","article-title":"A multi-agent learning approach to online distributed resource allocation","author":"zhang","year":"2009","journal-title":"IJCAI"},{"key":"ref36","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1016\/j.procs.2015.03.180","article-title":"Dynamic resource allocation scheme in cloud computing","volume":"47","author":"saraswathi","year":"2015","journal-title":"Procedia Computer Science"},{"key":"ref35","doi-asserted-by":"crossref","first-page":"521","DOI":"10.1613\/jair.2628","article-title":"A multiagent reinforcement learning algorithm with non-linear dynamics","author":"abdallah","year":"2008","journal-title":"Journal of Artificial Intelligence Research"},{"key":"ref34","article-title":"Online convex programming and generalized infinitesimal gradient ascent","author":"zinkevich","year":"2003","journal-title":"Intl Conf on Machine Learning (ICML)"},{"key":"ref10","first-page":"71","article-title":"Stochastic gradient descent for non-smooth optimization: Convergence results and optimal averaging schemes","author":"shamir","year":"2013","journal-title":"International Conference on Machine Learning"},{"key":"ref11","first-page":"629","article-title":"Gaia: Geo-distributed machine learning approaching LAN speeds","author":"hsieh","year":"2017","journal-title":"14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17)"},{"key":"ref12","first-page":"873","article-title":"Distributed delayed stochastic optimization","author":"agarwal","year":"2011","journal-title":"Advances in neural information processing systems"},{"key":"ref13","first-page":"1223","article-title":"More effective distributed ml via a stale synchronous parallel parameter server","author":"ho","year":"2013","journal-title":"Advances in neural information processing systems"},{"key":"ref14","first-page":"79","article-title":"High-performance distributed ml at scale through parameter server consistency models","author":"dai","year":"2015","journal-title":"AAAI"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2665971"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS.2017.226"},{"journal-title":"Edge-host partitioning of deep neural networks with feature space encoding for resource-constrained internet-of-things platforms","year":"2018","author":"ko","key":"ref17"},{"key":"ref18","article-title":"A computing platform for video crowdprocessing using deep learning","author":"lu","year":"2018","journal-title":"Proc of IEEE INFOCOM"},{"key":"ref19","first-page":"1","article-title":"On-demand video processing in wireless networks","author":"lu","year":"2016","journal-title":"2016 IEEE 24th International Conference on Network Protocols (ICNP)"},{"key":"ref28","article-title":"Policy gradient methods for reinforcement learning with function approximation","author":"sutton","year":"1999","journal-title":"NIPS"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2017.2745201"},{"journal-title":"Reinforcement Learning An Introduction","year":"1998","author":"sutton","key":"ref27"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2017.2682318"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2016.2584538"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/BF00992698"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2444095"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1561\/2200000050"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781107298019"},{"key":"ref2","article-title":"When edge meets learning: Adaptive control for resource-constrained distributed machine learning","author":"wang","year":"2018","journal-title":"Proc of IEEE INFOCOM"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-7908-2604-3_16"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/UIC-ATC.2017.8397426"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2017.8057196"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2016.2604814"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2016.7524520"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/IFIPNetworking.2015.7145316"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS.2017.30"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1613\/jair.4818"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/2942358.2942363"}],"event":{"name":"2018 International Conference on Information Fusion (FUSION)","start":{"date-parts":[[2018,7,10]]},"location":"Cambridge, United Kingdom","end":{"date-parts":[[2018,7,13]]}},"container-title":["2018 21st International Conference on Information Fusion (FUSION)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8442112\/8454975\/08455532.pdf?arnumber=8455532","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,26]],"date-time":"2022-01-26T11:52:07Z","timestamp":1643197927000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8455532\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":38,"URL":"https:\/\/doi.org\/10.23919\/icif.2018.8455532","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}