Information Theory, Inference and Learning Algorithms
Information theory and inference, often taught separately, are here united in one entertaining textbook. Get and download textbook Information Theory, Inference and Learning Algorithms for free
Categories: Information theory in biology. Contributors: John Scales Avery - Author. Format: Paperback
These topics lie at the heart of many exciting areas of contemporary science and engineering - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics, and cryptography. This textbook introduces theory in tandem with applications. Information theory is taught alongside practical communication systems, such as arithmetic coding for data compression and sparse-graph codes for error-correction. A toolbox of inference techniques, including message-passing algorithms, Monte Carlo methods, and variational approximations, are developed alongside applications of these tools Information Theory new edition
Download free books for Uncertainty-Based Information: Elements of Generalized Information Theory
Categories: Fuzzy systems, Information theory, Soft computing. Contributors: George J. Klir - Author. Format: Hardcover
Categories: Data transmission systems, Information theory, Telecommunication. Contributors: Robert G. Gallager - Author. Format: Paperback
Categories: Computer algorithms, Information theory in mathematics. Contributors: Peter Seibt - Author. Format: Hardcover
Categories: Coding theory->Congresses, Information theory. Contributors: Jean-Yves Chouinard - Editor. Format: Paperback
Information Theory Textbook
A toolbox of inference techniques, including message-passing algorithms, Monte Carlo methods, and variational approximations, are developed alongside applications of these tools
