Advanced lectures on machine learning : Machine Learning Summer School 2002, Canberra, Australia, February 11-22, 2002 : revised lectures / Shahar Mendelson, Alexander J. Smola (eds.)

Format:

Book

Conference/Event

Contributor:

Mendelson, Shahar.

Smola, Alexander J.

Conference Name:

Machine Learning Summer School 2002 (2002 : Canberra, N.C.T.)

Series:

Lecture notes in computer science. Tutorial

Lecture notes in computer science ; 2600.

Lecture notes in computer science. Lecture notes in artificial intelligence

Tutorial

Lecture notes in computer science ; 2600. Lecture notes in artificial intelligence

Language:

English

Subjects (All):

Machine learning--Congresses.

Machine learning.

Genre:

Conference papers and proceedings.

Physical Description:

257 pages : illustrations ; 24 cm.

Place of Publication:

Berlin ; New York : Springer, 2003.

Summary:

This book presents revised reviewed versions of lectures given during the Machine Learning Summer School held in Canberra, Australia, in February 2002. The lectures address the following key topics in algorithmic learning: statistical learning theory, kernel methods, boosting, reinforcement learning, theory learning, association rule learning, and learning linear classifier systems. Thus, the book is well balanced between classical topics and new approaches in machine learning. Advanced students and lecturers will find this book a coherent in-depth overview of this exciting area, while researchers will use this book as a valuable source of reference.

Notes:

Includes bibliographical references and index.

ISBN:

3540005293

OCLC:

51342719