Metric Learning, Synthesis Lectures on Artificial Intelligence and Machine Learning, vol.9, issue.1, 2015. ,
DOI : 10.2200/S00626ED1V01Y201501AIM030
URL : https://hal.archives-ouvertes.fr/hal-01121733
Convergence of a Multi-Agent Projected Stochastic Gradient Algorithm for Non-Convex Optimization, IEEE Transactions on Automatic Control, vol.58, issue.2, pp.391-405, 2013. ,
DOI : 10.1109/TAC.2012.2209984
URL : https://hal.archives-ouvertes.fr/hal-00816500
Statistical inference on graphs, Statistics & Decisions, vol.24, issue.2, pp.209-232, 2006. ,
DOI : 10.1524/stnd.2006.24.2.209
Modern Graph Theory, 1998. ,
DOI : 10.1007/978-1-4612-0619-4
Randomized gossip algorithms, IEEE Transactions on Information Theory, vol.52, issue.6, pp.2508-2530, 2006. ,
DOI : 10.1109/TIT.2006.874516
Spectral Graph Theory, Amer. Math. Soc, vol.92, 1997. ,
DOI : 10.1090/cbms/092
Ranking and Empirical Minimization of U-statistics ,
Extending Gossip Algorithms to Distributed Estimation of U-Statistics, NIPS, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01214665
Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling, IEEE Transactions on Automatic Control, vol.57, issue.3, pp.592-606, 2012. ,
DOI : 10.1109/TAC.2011.2161027
Asynchronous distributed optimization using a randomized alternating direction method of multipliers, 52nd IEEE Conference on Decision and Control, pp.3671-3676, 2013. ,
DOI : 10.1109/CDC.2013.6760448
URL : https://hal.archives-ouvertes.fr/hal-00868412
Regularized Distance Metric Learning: Theory and Algorithm, NIPS, pp.862-870, 2009. ,
A Randomized Incremental Subgradient Method for Distributed Optimization in Networked Systems, SIAM Journal on Optimization, vol.20, issue.3, pp.1157-1170, 2010. ,
DOI : 10.1137/08073038X
Gossip-based computation of aggregate information, 44th Annual IEEE Symposium on Foundations of Computer Science, 2003. Proceedings., pp.482-491, 2003. ,
DOI : 10.1109/SFCS.2003.1238221
A Binary Classification Framework for Two-Stage Multiple Kernel Learning, ICML, 2012. ,
Decentralized online optimization with global objectives and local communication, 2015. ,
Distributed Subgradient Methods for Multi-Agent Optimization, IEEE Transactions on Automatic Control, vol.54, issue.1, pp.48-61, 2009. ,
DOI : 10.1109/TAC.2008.2009515
Primal-dual subgradient methods for convex problems, Math. Program, vol.120, issue.1, pp.261-283, 2009. ,
Gossip Algorithms for Computing U-statistics, NecSys, pp.48-53, 2009. ,
DOI : 10.3182/20090924-3-IT-4005.00009
Distributed Stochastic Subgradient Projection Algorithms for Convex Optimization, J. Optimiz. Theory. App, vol.147, issue.3, pp.516-545, 2010. ,
Gossip Algorithms, Foundations and Trends?? in Networking, vol.3, issue.1, pp.1-125, 2009. ,
DOI : 10.1561/1300000014
Push-Sum Distributed Dual Averaging for convex optimization, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC), 2015. ,
DOI : 10.1109/CDC.2012.6426375
Problems in decentralized decision making and computation, 1984. ,
Collective dynamics of 'small-world'networks, Nature, vol.393, issue.6684, pp.440-442, 1998. ,
DOI : 10.1038/30918
Distributed Alternating Direction Method of Multipliers, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC), pp.5445-5450, 2012. ,
DOI : 10.1109/CDC.2012.6425904
On the O(1=k) convergence of asynchronous distributed alternating Direction Method of Multipliers, 2013 IEEE Global Conference on Signal and Information Processing, 2013. ,
DOI : 10.1109/GlobalSIP.2013.6736937
Dual averaging methods for regularized stochastic learning and online optimization, JMLR, vol.11, pp.2543-2596, 2010. ,
Distributed dual averaging method for multi-agent optimization with quantized communication, Systems & Control Letters, vol.61, issue.11, pp.611053-1061, 2012. ,
DOI : 10.1016/j.sysconle.2012.06.004