All ebooks by Jose C. Principe in PDF and EPUB

Kalman Filtering Under Information Theoretic Criteria

Badong Chen , Lujuan Dang , Jose C. Principe , Nanning Zheng

This book provides several efficient Kalman filters (linear or nonlinear) under information theoretic criteria. They achieve excellent performance in complicated non-Gaussian noises with low computation complexity and have great practical application potential. The book...

Theory of Information and its Value

Roman V. Belavkin , Panos M. Pardalos , Jose C. Principe , Ruslan L. Stratonovich

This English version of Ruslan L. Stratonovich’s Theory of Information (1975) builds on theory and provides methods, techniques, and concepts toward utilizing critical applications. Unifying theories of information, optimization, and statistical physics,...

Adaptive Learning Methods for Nonlinear System Modeling

Danilo Comminiello , Jose C. Principe

Adaptive Learning Methods for Nonlinear System Modeling presents some of the recent advances on adaptive algorithms and machine learning methods designed for nonlinear system modeling and identification. Real-life problems always entail a certain degree of nonlinearity,...

System Parameter Identification

Badong Chen , Jinchun Hu , Jose C. Principe , Yu Zhu

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...

Information Theoretic Learning

Jose C. Principe