Advanced Lectures on Machine Learning

Machine Learning Summer School 2002, Canberra, Australia, February 11-22, 2002, Revised Lectures

By: Shahar Mendelson (Editor), Alexander J. Smola (Editor)

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Paperback | 31 January 2003

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Machine Learning has become a key enabling technology for many engineering applications and theoretical problems alike. To further discussions and to dis- minate new results, a Summer School was held on February 11-22, 2002 at the Australian National University. The current book contains a collection of the main talks held during those two weeks in February, presented as tutorial chapters on topics such as Boosting, Data Mining, Kernel Methods, Logic, Reinforcement Learning, and Statistical Learning Theory. The papers provide an in-depth overview of these exciting new areas, contain a large set of references, and thereby provide the interested reader with further information to start or to pursue his own research in these directions. Complementary to the book, a recorded video of the presentations during the Summer School can be obtained at http://mlg. anu. edu. au/summer2002 It is our hope that graduate students, lecturers, and researchers alike will ?nd this book useful in learning and teaching Machine Learning, thereby continuing the mission of the Summer School. Canberra, November 2002 Shahar Mendelson Alexander Smola Research School of Information Sciences and Engineering, The Australian National University Thanks and Acknowledgments We gratefully thank all the individuals and organizations responsible for the success of the workshop.

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A Few Notes on Statistical Learning Theory	p. 1
A Short Introduction to Learning with Kernels	p. 41
Bayesian Kernel Methods	p. 65
An Introduction to Boosting and Leveraging	p. 118
An Introduction to Reinforcement Learning Theory: Value Function Methods	p. 184
Learning Comprehensible Theories from Structured Data	p. 203
Algorithms for Association Rules	p. 226
Online Learning of Linear Classifiers	p. 235
Author Index	p. 259
Table of Contents provided by Blackwell. All Rights Reserved.

Advanced Lectures on Machine Learning

Machine Learning Summer School 2002, Canberra, Australia, February 11-22, 2002, Revised Lectures

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