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Topic: Adaptive Networks

ADAPTIVE NETWORKS AND DIFFUSION STRATEGIES

Exact diffusion for distributed optimization and learning — Part II: Convergence analysis,

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Variance-reduced stochastic learning by networked agents under random reshuffling

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Consistent tomography under partial observations over adaptive networks

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Decentralized consensus optimization with asynchrony and delays

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Performance limits of stochastic sub-gradient learning, Part I: Single-agent case

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Performance limits of stochastic sub-gradient learning, Part II: Multi-agent case

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Coordinate-descent diffusion learning by networked agents

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Diffusion LMS for multitask problems with local linear equality constraints

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Robust distributed estimation by networked agents

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Distributed learning for stochastic generalized Nash equilibrium problems

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ASL

The Adaptive Systems Laboratory at EPFL fosters a rich interdisciplinary research program on the analysis and design of adaptive systems and networks with cognitive and learning abilities.

Find us

Address
EPFL School of Engineering
BM 4102
Station 17
CH-1015 Lausanne
Switzerland

Professor
Ali H. Sayed
email: ali.sayed@epfl.ch
phone: +41 21 693 69 44

Assistant
Patricia Vonlanthen
email: patricia.vonlanthen@epfl.ch
phone: +41 21 693 69 61

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