Dataset Shift in Machine Learning

Book Overview

An overview of recent efforts in the machine learning community to deal with dataset and covariate shift, which occurs when test and training inputs and outputs have different distributions.

Dataset shift is a common problem in predictive modeling that occurs when the joint distribution of inputs and outputs differs between training and test stages. Covariate shift, a particular case of dataset shift, occurs when only the input distribution...

• Format: Hardcover
• Language: English
• ISBN: 0262170051
• ISBN13: 9780262170055
• Release Date: December 2008
• Publisher: MIT Press
• Length: 229 Pages
• Weight: 1.60 lbs.
• Dimensions: 0.7" x 8.2" x 10.2"
• Age Range: 18 years and up
• Grade Range: Postsecondary and higher