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On the Learning Behavior of Adaptive Networks—Part I: Transient Analysis

On the Learning Behavior of Adaptive Networks—Part I: Transient Analysis

This paper carries out a detailed transient analysis of the learning behavior of multiagent networks, and reveals interesting results about the learning abilities of distributed strategies. Among other results, the analysis reveals how combination policies influence the learning process of networked agents, and how these policies can steer the convergence …