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Please use this identifier to cite or link to this item: http://hdl.handle.net/10119/19040

Title: Decision making via End-to-End Lossy Distributed Wireless Cooperative Networks - A Distributed Hypothesis Testing based Formulation -
Authors: Matsumoto, Tad
Issue Date: 2024-05-24
Publisher: Institute of Electronics, Information and Communication Engineers (IEICE)
Magazine name: Institute of Electronics, Information and Communication Engineers Technical Committee on Radio Communication Systems (IEICE RCS)
Volume: RCS2024-23
Abstract: This tutorial focuses on Decision-Making based on Distributed Hypothesis Testing (DHT) with Lossy Correlated Sources Observations via End-to-End Distributed Lossy Communications. First of all, this tutorial provides the course takers with Mathematical and Information Theoretic knowledge needed to understand the concept, where important Theorems, Lemmas and their practical meanings are explained. Then, this tutorial introduces analytical methods based on the theorems, and the results of numerical calculations for evaluating their performance represented by their corresponding Rate-Distortion function and outage probabilities. This tutorial applies the theoretical framework of DHT for the decision making via lossy networks. The relationship in the mathematical bases between that for Wireless Lossy Communications (WLC) and for DHT, as well as that for WLC and for Machine Learning is focused on.
Rights: Copyright (c) Author. Tad Matsumoto, Decision making via End-to-End Lossy Distributed Wireless Cooperative Networks - A Distributed Hypothesis Testing based Formulation -, RCS2024-23, Tutorial Lecture at IEICE Technical Committee on Radio Communication Systems (RCS), May 30–31, 2024, Fukuoka University.
URI: http://hdl.handle.net/10119/19040
Material Type: author
Appears in Collections:b12-1. Tutorial Handout

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