Density Ratio Estimation in Machine Learning

by Masashi Sugiyama, Takafumi Kanamori, Taiji Suzuki

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"