Front cover image for Information theory, inference, and learning algorithms

Information theory, inference, and learning algorithms

"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 to clustering, convolutional codes, independent component analysis, and neural networks."-- Jacket

Print Book, English, 2003
Cambridge University Press, Cambridge, UK, 2003