Learning Kernel Classifiers

By Francis Bach, Ralf Herbrich

Gaussian Processes for Machine Learning

By Francis Bach, Carl Edward Rasmussen, Christopher K. I. Williams

Optimization with Sparsity Inducing Penalties

By Guillaume Obozinski, Francis Bach, Rodolphe Jenatton, Julien Mairal

Optimization with Sparsity Inducing Penalties

By Guillaume Obozinski, Francis Bach, Rodolphe Jenatton, Julien Mairal

Learning with Submodular Functions

By Francis Bach

Sparse Modeling for Image and Vision Processing

By Francis Bach, Jean Ponce, Julien Mairal

Sparse Modeling for Image and Vision Processing

By Francis Bach, Jean Ponce, Julien Mairal

Minimum Description Length Principle

By Francis Bach, Peter D. Grunwald

Machine Learning for Data Streams

By Bernhard Pfahringer, Geoff Holmes, Albert Bifet, Ricard Gavalda, Francis Bach

Learning Theory from First Principles

By

A comprehensive and cutting-edge introduction to the foundations and modern applications of learning theory.Research has exploded in the field of machine learning resulting in complex mathematical...