Pattern recognition and machine learning

Machine Learning Refined

Foundations, Algorithms, and Applications

Watt, Jeremy
Borhani, Reza
Katsaggelos, Aggelos K.
Published: October 2016

Computer Age Statistical Inference

Algorithms, Evidence, and Data Science

Award Winner

Efron, Bradley
Hastie, Trevor
Published: July 2016Published: September 2016

Mathematical Foundations of Infinite-Dimensional Statistical Models

Award Winner

Giné, Evarist
Nickl, Richard
Published: February 2016Published: March 2016

Understanding Machine Learning

From Theory to Algorithms

Shalev-Shwartz, Shai
Ben-David, Shai
Published: July 2014Published: May 2014

(4 reviews)

Kernel Methods and Machine Learning

Kung, S. Y.
Published: April 2014Published: No date available

Evaluating Learning Algorithms

A Classification Perspective

Japkowicz, Nathalie
Shah, Mohak
Published: March 2014Published: March 2011Published: May 2011

Machine Learning

The Art and Science of Algorithms that Make Sense of Data

Flach, Peter
Published: September 2012Published: September 2012Published: October 2012

Optimal Estimation of Parameters

Rissanen, Jorma
Published: June 2012Published: June 2012

Bayesian Reasoning and Machine Learning

Barber, David
Published: February 2012Published: June 2012

Bayesian Time Series Models

textbook

Barber, David
Cemgil, A. Taylan
Chiappa, Silvia
Published: August 2011Published: March 2012

Multibiometrics for Human Identification

Bhanu, Bir
Govindaraju, Venu
Published: June 2011Published: December 2011

Phase Transitions in Machine Learning

Saitta, Lorenza
Giordana, Attilio
Cornuéjols, Antoine
Published: June 2011Published: June 2011

Probabilistic Reasoning in Multiagent Systems

A Graphical Models Approach

Xiang, Yang
Published: August 2010Published: August 2002Published: January 2005

Grammatical Inference

Learning Automata and Grammars

de la Higuera, Colin
Published: April 2010Published: March 2011

Empirical Processes in M-Estimation

van de Geer, Sara A.
Published: January 2010

Neural Network Learning

Theoretical Foundations

Anthony, Martin
Bartlett, Peter L.
Published: September 2009Published: November 1999Published: March 2011

Algebraic Geometry and Statistical Learning Theory

Watanabe, Sumio
Published: August 2009Published: November 2009

On-Line Learning in Neural Networks

Saad, David
Published: July 2009Published: January 1999Published: March 2011

Finding Out About

A Cognitive Perspective on Search Engine Technology and the WWW

textbook

Belew, Richard K.
Published: October 2008

Pattern Recognition and Neural Networks

Ripley, Brian D.
Published: January 2008