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Diffusion Adaptation Strategies for Distributed Optimization and Learning Over Networks

Diffusion Adaptation Strategies for Distributed Optimization and Learning Over Networks

We propose an adaptive diffusion mechanism to optimize a global cost function in a distributed manner over a network of nodes. The cost function is assumed to consist of a collection of individual components. Diffusion adaptation allows the nodes to cooperate and diffuse information in real-time; it also helps alleviate …