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Lectures on Gaussian Processes
Language: en
Pages: 129
Authors: Mikhail Lifshits
Categories: Mathematics
Type: BOOK - Published: 2012-01-11 - Publisher: Springer Science & Business Media

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Gaussian processes can be viewed as a far-reaching infinite-dimensional extension of classical normal random variables. Their theory presents a powerful range o
Lectures on Gaussian Processes
Language: en
Pages: 129
Authors: Mikhail Lifshits
Categories: Mathematics
Type: BOOK - Published: 2012-01-13 - Publisher: Springer Science & Business Media

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Gaussian processes can be viewed as a far-reaching infinite-dimensional extension of classical normal random variables. Their theory presents a powerful range o
Gaussian Processes for Machine Learning
Language: en
Pages: 266
Authors: Carl Edward Rasmussen
Categories: Computers
Type: BOOK - Published: 2005-11-23 - Publisher: MIT Press

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A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machi
Zeros of Gaussian Analytic Functions and Determinantal Point Processes
Language: en
Pages: 170
Authors: John Ben Hough
Categories: Mathematics
Type: BOOK - Published: 2009 - Publisher: American Mathematical Soc.

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Examines in some depth two important classes of point processes, determinantal processes and 'Gaussian zeros', i.e., zeros of random analytic functions with Gau
Advanced Lectures on Machine Learning
Language: en
Pages: 249
Authors: Olivier Bousquet
Categories: Computers
Type: BOOK - Published: 2011-03-22 - Publisher: Springer

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Machine Learning has become a key enabling technology for many engineering applications, investigating scientific questions and theoretical problems alike. To s