An Elementary Introduction to Statistical Learning Theory
Language: en
Pages: 267
Authors: Sanjeev Kulkarni
Categories: Mathematics
Type: BOOK - Published: 2011-06-09 - Publisher: John Wiley & Sons

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A thought-provoking look at statistical learning theory and its role in understanding human learning and inductive reasoning A joint endeavor from leading resea
An Introduction to Statistical Learning
Language: en
Pages: 617
Authors: Gareth James
Categories: Mathematics
Type: BOOK - Published: 2023-08-01 - Publisher: Springer Nature

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An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast
The Elements of Statistical Learning
Language: en
Pages: 545
Authors: Trevor Hastie
Categories: Mathematics
Type: BOOK - Published: 2013-11-11 - Publisher: Springer Science & Business Media

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During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such
Information Theory and Statistical Learning
Language: en
Pages: 443
Authors: Frank Emmert-Streib
Categories: Computers
Type: BOOK - Published: 2009 - Publisher: Springer Science & Business Media

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This interdisciplinary text offers theoretical and practical results of information theoretic methods used in statistical learning. It presents a comprehensive
Introduction to Statistical Machine Learning
Language: en
Pages: 535
Authors: Masashi Sugiyama
Categories: Mathematics
Type: BOOK - Published: 2015-10-31 - Publisher: Morgan Kaufmann

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Machine learning allows computers to learn and discern patterns without actually being programmed. When Statistical techniques and machine learning are combined