activity
20092013
most citedDiffusion Strategies Outperform Consensus Strategies for Distributed Estimation over Adaptive Networks

476 citations · 532 across the 3 of their papers we have counts for

collaborators

5 papers

cs.IT2013★ 46 cited

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…

cs.IT2012★ 476 cited

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…

cs.IT2012

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…

math.OC2011

Diffusion Adaptation over Networks under Imperfect Information Exchange and Non-stationary Data

Xiaochuan Zhao, Sheng-Yuan Tu, Ali H. Sayed

Adaptive networks rely on in-network and collaborative processing among distributed agents to deliver enhanced performance in estimation and inference tasks. Information is exchang…

cs.IT2009★ 10 cited

General Spectrum Sensing in Cognitive Radio Networks

Sheng-Yuan Tu, Kwang-Cheng Chen

The successful operation of cognitive radio (CR) between CR transmitter and CR receiver (CR link) relies on reliable spectrum sensing. To network CRs requires spectrum sensing at C…