753 citations · 5.3k across the 110 of their papers we have counts for
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A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization
Yunus Inan, Mert Kayaalp, Ali H. Sayed +1
We study a distributed hypothesis testing setup where peripheral nodes send quantized data to the fusion center in a memoryless fashion. The \emph{expected} number of bits sent by…
Diffusion-Based Adaptive Distributed Detection: Steady-State Performance in the Slow Adaptation Regime
Vincenzo Matta, Paolo Braca, Stefano Marano +1
This work examines the close interplay between cooperation and adaptation for distributed detection schemes over fully decentralized networks. The combined attributes of cooperatio…
Distributed Decision-Making over Adaptive Networks
Sheng-Yuan Tu, Ali H. Sayed
In distributed processing, agents generally collect data generated by the same underlying unknown model (represented by a vector of parameters) and then solve an estimation or infe…
Performance Limits for Distributed Estimation Over LMS Adaptive Networks
Xiaochuan Zhao, Ali H. Sayed
In this work we analyze the mean-square performance of different strategies for distributed estimation over least-mean-squares (LMS) adaptive networks. The results highlight some u…
Diffusion Strategies Outperform Consensus Strategies for Distributed Estimation over Adaptive Networks
Sheng-Yuan Tu, Ali H. Sayed
Adaptive networks consist of a collection of nodes with adaptation and learning abilities. The nodes interact with each other on a local level and diffuse information across the ne…
On the Influence of Informed Agents on Learning and Adaptation over Networks
Sheng-Yuan Tu, Ali H. Sayed
Adaptive networks consist of a collection of agents with adaptation and learning abilities. The agents interact with each other on a local level and diffuse information across the…