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 analysis, clustering, classification and conditional density estimation can ...
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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 analysis, clustering, classification and conditional density estimation can be systematically solved via the estimation of probability density ratios. The authors offer a comprehensive introduction of various density ratio estimators including methods via density estimation, moment matching, probabilistic classification, density fitting and density ratio fitting, as well as describing how these can be applied to machine learning. The book provides mathematical theories for density ratio estimation including parametric and non-parametric convergence analysis and numerical stability analysis to complete the first and definitive treatment of the entire framework of density ratio estimation in machine learning.
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Add this copy of Density Ratio Estimation in Machine Learning to cart. $40.43, like new condition, Sold by Books International rated 4.0 out of 5 stars, ships from Toronto, ON, CANADA, published 2018 by Cambridge University Press.
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New. Trade paperback (US). Contains: Line drawings, black & white, Halftones, black & white, Halftones, Tables, Unspecified. 79 b/w illus. 18 tables. Intended for professional and scholarly audience.
Add this copy of Density Ratio Estimation in Machine Learning to cart. $78.45, good condition, Sold by Bonita rated 4.0 out of 5 stars, ships from Newport Coast, CA, UNITED STATES, published 2018 by Cambridge University Press.
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Seller's Description:
New. Print on demand Contains: Line drawings, black & white, Halftones, black & white, Halftones, Tables. 79 b/w illus. 18 tables. Intended for professional and scholarly audience.
Add this copy of Density Ratio Estimation in Machine Learning to cart. $147.06, new condition, Sold by Ria Christie Books rated 5.0 out of 5 stars, ships from Uxbridge, MIDDLESEX, UNITED KINGDOM, published 2012 by Cambridge University Press.
Add this copy of Density Ratio Estimation in Machine Learning to cart. $153.21, good condition, Sold by Bonita rated 4.0 out of 5 stars, ships from Newport Coast, CA, UNITED STATES, published 2012 by Cambridge University Press.
