File(s) under permanent embargo

Fairness improvement for black-box classifiers with Gaussian process

journal contribution

posted on 2021-10-01, 00:00 authored by Dang NguyenDang Nguyen, Sunil GuptaSunil Gupta, Santu RanaSantu Rana, Alistair ShiltonAlistair Shilton, Svetha VenkateshSvetha Venkatesh

Fairness improvement for black-box classifiers with Gaussian process

History

Journal

Information Sciences

Volume

576

Pagination

542 - 556

Publisher

Elsevier

Location

Amsterdam, The Netherlands

Publisher DOI

https://doi.org/10.1016/j.ins.2021.06.095

ISSN

0020-0255

Language

eng

Publication classification

C1 Refereed article in a scholarly journal

Usage metrics

Categories

No categories selected

Keywords

Fair classifier Post-processing Gaussian process Classification Discrimination-aware data mining Fairness in machine learning Black-box pre-trained classifier Science & Technology Technology Computer Science, Information Systems Computer Science

Licence

All Rights Reserved

Exports