Density Ratio Estimation in Machine Learning

by Masashi Sugiyama, Takafumi Kanamori, Taiji Suzuki

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Book Overview

Machine learning is an interdisciplinary field of science and engineering that studies mathematical theories and practical applications of systems that learn. This book introduces theories, methods, and applications of density ratio estimation, which is a newly emerging paradigm in the machine learning community. Various machine learning problems such as non-stationarity adaptation, outlier detection, dimensionality reduction, independent component...

Format:Paperback

Language:English

ISBN:1108461735

ISBN13:9781108461733

Release Date:March 2018

Publisher:Cambridge University Press

Length:341 Pages

Weight:1.06 lbs.

Dimensions:0.7" x 6.1" x 9.2"

Related Subjects

Computers Computers & Technology

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Density Ratio Estimation in Machine Learning

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