Model-based discrimination analysis: A position paper

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. Association for Computing Machinery.. (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.

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ICSE-WS-FairWare-4-camera-ready - Accepted Manuscript

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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

DOI: doi:10.1145/3194770.3194775

PURE UUID: ab98545d-b8aa-4d8e-a0c7-ca4571feaf8a

ORCID for Steffen Staab:

orcid.org/0000-0002-0780-4154

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Date deposited: 27 Apr 2018 16:30

Last modified: 16 Mar 2024 04:22

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Contributors

Author: Qusai Ramadan

Author: Amir Shayan Ahmadian

Author: Daniel Strüber

Author: Jan Jürjens

Author: Steffen Staab

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