Chapter 1 Introduction.- Chapter 2 Conventional Inference theories.- Chapter 3 Distributed Detection in Networks.- Chapter 4 Distributed Estimation and Target Localization.- Chapter 5 Distributed Classification and Target Tracking.- Chapter 6 New Research Directions Discussion and conclusions.