Distributed Clustering Using Wireless Sensor Networks

  title={Distributed Clustering Using Wireless Sensor Networks},
  author={Pedro A. Forero and Alfonso Cano and Georgios B. Giannakis},
  journal={IEEE Journal of Selected Topics in Signal Processing},
Clustering spatially distributed data is well motivated and especially challenging when communication to a central processing unit is discouraged, e.g., due to power constraints. Distributed clustering schemes are developed in this paper for both deterministic and probabilistic approaches to unsupervised learning. The centralized problem is solved in a distributed fashion by recasting it to a set of smaller local clustering problems with consensus constraints on the cluster parameters. The… CONTINUE READING
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