Two Books: Advanced Lectures on Machine Learning
Gunnar Raetsch
Gunnar.Raetsch at tuebingen.mpg.de
Mon Oct 4 15:58:54 EDT 2004
Dear Connectionists,
I would like to announce two recent books:
Advanced Lectures on Machine Learning
Tutorial Lectures from the Machine Learning Summer Schools
(http://mlss.cc)
in Canberra (Australia), Tuebingen (Germany) & Berder (France)
published by Springer Verlag as
LNAI 3176 (O. Bousquet, U. von Luxburg, G. Raetsch, Eds)
http://www.springerlink.com/link.asp?id=lrh41y849xdh
LNAI 2600 (S. Mendelson & A.J. Smola, Eds)
http://www.springerlink.com/link.asp?id=4brrn87rrdpn
Please find the tables of contents below.
Best regards,
Gunnar
LNAI 3176 (O. Bousquet, U. von Luxburg, G. Raetsch, Eds)
http://www.springerlink.com/link.asp?id=lrh41y849xdh
--------------------------------------------------------
* An Introduction to Pattern Classification (Elad Yom-Tov)
* Some Notes on Applied Mathematics for Machine Learning (Christopher
J.C. Burges)
* Bayesian Inference: An Introduction to Principles and Practice in
Machine Learning (Michael E. Tipping)
* Gaussian Processes in Machine Learning (Carl Edward Rasmussen)
* Unsupervised Learning (Zoubin Ghahramani)
* Monte Carlo Methods for Absolute Beginners (Christophe Andrieu)
* Stochastic Learning (Léon Bottou)
* Introduction to Statistical Learning Theory (Olivier Bousquet,
Stéphane Boucheron and Gábor Lugosi)
* Concentration Inequalities (Stéphane Boucheron, Gábor Lugosi and
Olivier Bousquet)
LNAI 2600 (S. Mendelson & A.J. Smola, Eds)
http://www.springerlink.com/link.asp?id=4brrn87rrdpn
--------------------------------------------------------
* A Few Notes on Statistical Learning Theory (Shahar Mendelson)
* A Short Introduction to Learning with Kernels (Bernhard Schölkopf and
Alexander J. Smola)
* Bayesian Kernel Methods (Alexander J. Smola and Bernhard Schölkopf)
* An Introduction to Boosting and Leveraging (Ron Meir and Gunnar
Rätsch)
* An Introduction to Reinforcement Learning Theory: Value Function
Methods (Peter L. Bartlett)
* Learning Comprehensible Theories from Structured Data (J.W. Lloyd)
* Algorithms for Association Rules (Markus Hegland)
* Online Learning of Linear Classifiers (Jyrki Kivinen)
+-----------------------------------------------------------------+
Gunnar R"atsch http://www.tuebingen.mpg.de/~raetsch
MPI for Biological Cybernetics Gunnar.Raetsch at tuebingen.mpg.de
Spemannstr. 38 Tel: (+49) 7071 601 563
72076 T"ubingen, Germany Fax: (+49) 7071 601 552
+-----------------------------------------------------------------+
Gunnar R"atsch http://www.first.fhg.de/~raetsch
Fraunhofer FIRST mailto:Gunnar.Raetsch at first.fhg.de
Kekulestr. 7 Tel: (+49) 30 6392 1882
12489 Berlin, Germany Fax: (+49) 30 6392 1805
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