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We consider distributed optimization by a collection of nodes, each having access to its own convex function, whose collective goal is to minimize the sum of the functions.
A convergence theorem for nonnegative almost supermartingales and some applications
H. Robbins and D. Siegmund · 1971
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Distributed asynchronous deterministic and stochastic gradient optimization algorithms
J. Tsitsiklis, D. Bertsekas, and M. Athans · 1986
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Introduction to optimization
B. Polyak · 1987
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Coordination of groups of mobile autonomous agents using nearest neighbor rules
A. Jadbabaie, J. Lin, and A.S. Morse · 2003
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Gossip-based computation of aggregate information
D. Kempe, A Dobra, and J. Gehrke · 2003
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Distributed optimization in sensor networks
M. Rabbat and R.D. Nowak · 2004
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Convergence in multiagent coordination, consensus, and flocking
V.D. Blondel, J.M. Hendrickx, A. Olshevsky, and J.N. Tsitsiklis · 2005
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Stability of multiagent systems with time-dependent communication links
L. Moreau · 2005
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Incremental adaptive strategies over distributed networks
C. Lopes and A.H. Sayed · 2007
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On distributed optimization in networked systems
B. Johansson · 2008
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On distributed averaging algorithms and quantization effects
A. Nedić, A. Olshevsky, A. Ozdaglar, and J.N. Tsitsiklis · 2009
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Distributed subgradient methods for multi-agent optimization
A. Nedić and A. Ozdaglar · 2009
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Distributed gradient optimization for epidemic routing: A preliminary evaluation
G. Neglia, G. Reina, and S. Alouf · 2009
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Distributed non-autonomous power control through distributed convex optimization
S.S. Ram, V.V. Veeravalli, and A. Nedić · 2009
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Weighted gossip: distributed averaging using non-doubly stochastic matrices
F. Benezit, V. Blondel, P. Thiran, J. Tsitsiklis, and M. Vetterli · 2010
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Competitive spectrum access in cognitive radio networks: graphical game and learning
H. Li and Z. Han · 2010
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Convergence Rate for Consensus with Delays
A. Nedić and A. Ozdaglar · 2010
Asynchronous broadcast-based convex optimizatio over a network
A. Nedić · 2011
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Distributed asynchronous constrained stochastic optimization
K. Srivastava and A. Nedić · 2011
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Distributed consensus and optimization under communication delays
K.I. Tsianos and M.G. Rabbat · 2011
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Diffusion adaptation strategies for distributed optimization and learning over networks
J. Chen and A. H. Sayed · 2012
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Dual averaging for distributed optimization: Convergence analysis and network scaling
J.C. Duchi, A. Agarwal, and M.J. Wainwright · 2012
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Distributed continuous-time convex optimization on weight-balanced digraphs
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Efficient information aggregation for distributed control and signal processing
A. Olshevsky · 2010
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Distributed Stochastic Subgradient Projection Algorithms for Convex Optimization
S.S. Ram, A. Nedić, and V.V. Veeravalli · 2010
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Distributed strategies for average consensus in directed graphs
A.D. Dominguez-Garcia and C. Hadjicostis · 2011
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Distributed subgradient methods for convex optimization over random networks
I. Lobel and A. Ozdaglar · 2011
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Distributed multi-agent optimization with state-dependent communication
I. Lobel, A. Ozdaglar, and D. Feijer · 2011
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B. Gharesifard and J. Cortes · 2012
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A new class of distributed optimization algorithms: application to regression of distributed data
S. S. Ram, A. Nedić, and V. V. Veeravalli · 2012
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Consensus-based distributed optimization: Practical issues and applications in large-scale machine learning
K.I. Tsianos, S. Lawlor, and M.G. Rabbat · 2012
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Push-sum distributed dual averaging for convex optimization
K.I. Tsianos, S. Lawlor, and M.G. Rabbat · 2012
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Analysis of sum-weight-like algorithms for averaging inwireless sensor networks
F. Iutzeler, P. Ciblat, and W. Hachem · 2013
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The role of the Network in Distributed Optimization Algorithms: Convergence Rates, Scalability, Communication / Computation Tradeoffs and Communication Delays
K.I. Tsianos · 2013
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