Advanced Lectures on Machine Learning: Machine Learning Summer School 2002, Canberra, Australia, February 11-22, 2002, Revised Lectures: 2600 - Brossura

Smola, Alexander J.; Mendelson, Shahar

 
9783540005292: Advanced Lectures on Machine Learning: Machine Learning Summer School 2002, Canberra, Australia, February 11-22, 2002, Revised Lectures: 2600
Brossura
ISBN 10: 3540005293 ISBN 13: 9783540005292
Casa editrice: Springer, 2008

Sinossi

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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Contenuti

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.

Product Description

Book by None

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Editore
Springer
Data di pubblicazione
2008
Lingua
Inglese
ISBN 10 
3540005293
ISBN 13 
9783540005292
Rilegatura
Copertina flessibile
Numero di pagine
272
Contatto del produttore
non disponibile
Persona responsabile
CMN Printpool Inh. Mathis Neumann
https://www.also.com/ec/cms5/en_6000/6000/index.jsp

Friedrich-Karl-Str. 9
Hamburg
Germania

Altre edizioni note dello stesso titolo

9783662180853: Advanced Lectures on Machine Learning: Machine Learning Summer School 2002, Canberra, Australia, February 11-22, 2002, Revised Lectures

Edizione in evidenza

ISBN 10:  3662180855 ISBN 13:  9783662180853
Casa editrice: Springer, 2014
Brossura