Robust and Distributed Hypothesis Testing

• Main Author: Gül, Gökhan (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Series: Lecture Notes in Electrical Engineering, 414
• Subjects: Engineering.; Pattern recognition.; Statistics.; Signal, Image and Speech Processing.; Statistical Theory and Methods.; Pattern Recognition.

This book generalizes and extends the available theory in robust and decentralized hypothesis testing. In particular, it presents a robust test for modeling errors which is independent from the assumptions that a sufficiently large number of samples is available, and that the distance is the KL-dive...

Table of Contents:

• Introduction
• Background
• Robust Hypothesis Testing with a Single Distance
• Robust Hypothesis Testing with Multiple Distances
• Robust Hypothesis Testing with Repeated Observations
• Robust Decentralized Hypothesis Testing
• Minimax Decentralized Hypothesis Testing
• Conclusions and Outlook.