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

• Corporate Author: SpringerLink (Online service)
• Other Authors: Mendelson, Shahar (Editor, http://id.loc.gov/vocabulary/relators/edt), Smola, Alexander J. (Editor, http://id.loc.gov/vocabulary/relators/edt)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2003.
• Edition: 1st ed. 2003.
• Series: Lecture Notes in Computer Science, 2600
• Subjects: Artificial intelligence.; Computers.; Algorithms.; Artificial Intelligence.; Science, Humanities and Social Sciences, multidisciplinary.; Computation by Abstract Devices.; Algorithm Analysis and Problem Complexity.

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 collectio...

Table of Contents:

• A Few Notes on Statistical Learning Theory
• A Short Introduction to Learning with Kernels
• Bayesian Kernel Methods
• An Introduction to Boosting and Leveraging
• An Introduction to Reinforcement Learning Theory: Value Function Methods
• Learning Comprehensible Theories from Structured Data
• Algorithms for Association Rules
• Online Learning of Linear Classifiers.