Jose C Principe: 2 books
System Parameter Identification
Information Criteria and Algorithms
Language: English
Release Date: July 17, 2013
Recently, criterion functions based on information theoretic measures (entropy, mutual information, information divergence) have attracted attention and become an emerging area of study in signal processing and system identification domain. This book presents a systematic framework for system identification...
Information Theoretic Learning
Renyi's Entropy and Kernel Perspectives
Language: English
Release Date: April 6, 2010
This book is the first cohesive treatment of ITL algorithms to adapt linear or nonlinear learning machines both in supervised and unsupervised paradigms. It compares the performance of ITL algorithms with the second order counterparts in many applications.