The University of Southampton
University of Southampton Institutional Repository

Model-based discrimination analysis: A position paper

Model-based discrimination analysis: A position paper
Model-based discrimination analysis: A position paper
Decision-making software may exhibit biases due to hidden dependencies between protected characteristics and the data used as input for making decisions. To uncover such dependencies, we propose the development of a framework to support discrimination analysis during the system design phase, based on system models and available data.
ACM
Ramadan, Qusai
27948227-07d5-46bb-960c-36456427a987
Shayan Ahmadian, Amir
89339366-3f4a-4f5a-99ef-e8a755b9480c
Strüber, Daniel
ae70c183-98b8-4354-848f-ff94841329e6
Jürjens, Jan
725dbc83-3fd3-4831-8dc1-8b7c7f93ce8a
Staab, Steffen
bf48d51b-bd11-4d58-8e1c-4e6e03b30c49
Ramadan, Qusai
27948227-07d5-46bb-960c-36456427a987
Shayan Ahmadian, Amir
89339366-3f4a-4f5a-99ef-e8a755b9480c
Strüber, Daniel
ae70c183-98b8-4354-848f-ff94841329e6
Jürjens, Jan
725dbc83-3fd3-4831-8dc1-8b7c7f93ce8a
Staab, Steffen
bf48d51b-bd11-4d58-8e1c-4e6e03b30c49

Ramadan, Qusai, Shayan Ahmadian, Amir, Strüber, Daniel, Jürjens, Jan and Staab, Steffen (2018) Model-based discrimination analysis: A position paper. In FairWare '18 Proceedings of the International Workshop on Software Fairness. ACM.. (doi:10.1145/3194770.3194775).

Record type: Conference or Workshop Item (Paper)

Abstract

Decision-making software may exhibit biases due to hidden dependencies between protected characteristics and the data used as input for making decisions. To uncover such dependencies, we propose the development of a framework to support discrimination analysis during the system design phase, based on system models and available data.

Text
ICSE-WS-FairWare-4-camera-ready - Accepted Manuscript
Restricted to Repository staff only
Request a copy

More information

Accepted/In Press date: 15 March 2018
Published date: 29 May 2018
Additional Information: In: . Collocated with ICSE-2018. May 29, 2018, Gothenburg, Sweden.
Venue - Dates: International Workshop on Software Fairness, , Gothenburg, Sweden, 2018-05-29 - 2018-05-29

Identifiers

Local EPrints ID: 420160
URI: http://eprints.soton.ac.uk/id/eprint/420160
PURE UUID: ab98545d-b8aa-4d8e-a0c7-ca4571feaf8a
ORCID for Steffen Staab: ORCID iD orcid.org/0000-0002-0780-4154

Catalogue record

Date deposited: 27 Apr 2018 16:30
Last modified: 15 Sep 2021 02:04

Export record

Altmetrics

Contributors

Author: Qusai Ramadan
Author: Amir Shayan Ahmadian
Author: Daniel Strüber
Author: Jan Jürjens
Author: Steffen Staab ORCID iD

University divisions

Download statistics

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics

Atom RSS 1.0 RSS 2.0

Contact ePrints Soton: eprints@soton.ac.uk

ePrints Soton supports OAI 2.0 with a base URL of http://eprints.soton.ac.uk/cgi/oai2

This repository has been built using EPrints software, developed at the University of Southampton, but available to everyone to use.

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we will assume that you are happy to receive cookies on the University of Southampton website.

×