Statistical Learning Theory

The course covers advanced methods of statistical learning:

- Variational methods and optimization.
- Deterministic annealing.
- Clustering for diverse types of data.
- Model validation by information theory.

AVAILABLE
READING ROOM ONLY
NOT AVAILABLE
ONLINE VERSION
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Pattern recognition and neural networks

Brian D. Ripley

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.030.02.1 2004 12 / 3 Statistical Learning Theory On-site use only
Textbook.M.030.02.2 2007 12 / 3 Statistical Learning Theory 17.1.2025 Unavailable
AVAILABLE
READING ROOM ONLY
NOT AVAILABLE
ONLINE VERSION
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The elements of statistical learning

Data mining, inference, and prediction

Trevor Hastie, Robert Tibshirani, Jerome Friedman

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.066.04.1 2017 9 / 2 Computational Statistics Available
Textbook.M.005.11.1 2016 7 / 4 Advanced Machine Learning Available
Textbook.M.005.11.2 2016 7 / 4 Advanced Machine Learning Available
Textbook.M.005.06.1 2009 7 / 4 Advanced Machine Learning Available
Textbook.M.030.05.1 2009 12 / 3 Statistical Learning Theory Unavailable
Textbook.M.066.04.2 2017 9 / 2 Computational Statistics 8.1.2025 Unavailable
AVAILABLE
READING ROOM ONLY
NOT AVAILABLE
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Pattern classification

Richard O. Duda, Peter E. Hart, David G. Stork

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.030.03.1 2001 12 / 3 Statistical Learning Theory Available
Textbook.M.005.03.2 2001 7 / 4 Advanced Machine Learning Available
Textbook.M.005.03.1 2001 7 / 4 Advanced Machine Learning On-site use only
Textbook.M.030.03.2 2001 12 / 3 Statistical Learning Theory 15.1.2025 Unavailable
AVAILABLE
READING ROOM ONLY
NOT AVAILABLE
ONLINE VERSION
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A probabilistic theory of pattern recognition

Luc Devroye, László Györfi, Gábor Lugosi

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.030.01.1 1996 12 / 3 Statistical Learning Theory Available
Textbook.M.005.07.1 1996 7 / 4 Advanced Machine Learning Available
Textbook.M.030.01.2 1996 12 / 3 Statistical Learning Theory On-site use only
AVAILABLE
READING ROOM ONLY
NOT AVAILABLE
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Information theory, inference, and learning algorithms

David J.C. MacKay

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.030.04.2 2003 12 / 3 Statistical Learning Theory Available
EX.0000.124.1 2003 Available
EX.0000.124.2 2003 Available
Textbook.M.030.04.1 2003 12 / 3 Statistical Learning Theory On-site use only
Textbook.M.030.04.3 2003 12 / 3 Statistical Learning Theory Unavailable