Author : Masashi Sugiyama
Release : 2012
Genre : Computers
Kind : eBook
Book Rating : 091/5 ( reviews)
Book Synopsis Machine Learning in Non-stationary Environments by : Masashi Sugiyama
Download or read book Machine Learning in Non-stationary Environments written by Masashi Sugiyama. This book was released on 2012. Available in PDF, EPUB and Kindle. Book excerpt: Dealing with non-stationarity is one of modem machine learning's greatest challenges. This book focuses on a specific non-stationary environment known as covariate shift, in which the distributions of inputs (queries) change but the conditional distribution of outputs (answers) is unchanged, and presents machine learning theory, algorithms, and applications to overcome this variety of non-stationarity.