https://github.com/wmkouw/ctrl-iwxval
Controlled importance-weighted cross-validation
https://github.com/wmkouw/ctrl-iwxval
control-variates covariate-shift cross-validation regularization sampling-variance
Last synced: over 1 year ago
JSON representation
Controlled importance-weighted cross-validation
- Host: GitHub
- URL: https://github.com/wmkouw/ctrl-iwxval
- Owner: wmkouw
- License: mit
- Created: 2017-05-05T12:17:30.000Z (about 9 years ago)
- Default Branch: master
- Last Pushed: 2019-09-06T08:24:44.000Z (almost 7 years ago)
- Last Synced: 2025-03-22T06:31:46.099Z (over 1 year ago)
- Topics: control-variates, covariate-shift, cross-validation, regularization, sampling-variance
- Language: MATLAB
- Homepage:
- Size: 344 KB
- Stars: 6
- Watchers: 3
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
Awesome Lists containing this project
README
# Controlled importance-weighted cross-validation
This repository contains experiments and visualizations accompanying the paper:
"Robust importance-weighted cross-validation under sample selection bias",
published in the proceedings of the International Workshop on Machine Learning for Signal Processing, 2019 (pdf/[preprint](https://arxiv.org/abs/1710.06514)).
## Contents:
- __experiment-1DG__ contains visualizations throughout the paper.
- __experiment-2DG__ contains experiments on a 2-dimensional Gaussians setting.
- __experiment-ozone__ contains experiments on the UCI Ozone level detection task.
- __util__ contains utility functions and algorithms.
## Contact:
Questions and comments can be submitted to the [issues tracker](https://github.com/wmkouw/ctrl-iwxval/issues).