# Dataset Shift in Machine Learning

Canonical: https://www.bookquiver.com/joaquin-quinonero-candela/dataset-shift-in-machine-learning

![Dataset Shift in Machine Learning](https://quivercdn.com/covers/the-mit-press/joaquin-quinonero-candela/dataset-shift-in-machine-learning_978-02-6254-587-7.jpg?v=2026-06-03%2013%3A59%3A08)

- Authors: [Joaquin Quinonero-Candela](https://www.bookquiver.com/joaquin-quinonero-candela), [Masashi Sugiyama](https://www.bookquiver.com/masashi-sugiyama), [Anton Schwaighofer](https://www.bookquiver.com/anton-schwaighofer), [Neil D. Lawrence](https://www.bookquiver.com/neil-d-lawrence)
- Language: en_US
- Published: 2022-06-07

## Description

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...

## Editions

### Dataset Shift in Machine Learning

- Publisher: the_mit_press
- ISBN: 978-02-6254-587-7
- Pages: 248
- Published: 2022-06-07
- Language: en_US