題目:The Information Bottleneck Method: Basics, Applications, and Coding Theorem
主講人:翁健家助理教授(國立臺灣海洋大學電機工程學系)
時間:111年03月11日(星期五13:00- 15:00)
地點:臺北大學三峽校區音律電機資訊大樓電1F02教室
Abstract:
The information bottleneck (IB) method is an information-theoretic approach to compress data while maximally preserving relevance about hidden features. The method has a broader application in machine learning and communication systems. This talk will review the basic idea of the IB method and some applications. A coding theorem will also be presented, showing how block coding can achieve the optimal trade-off between the compression rate and the relevance level