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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
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<title>Bias Identification and Mitigation Framework | instructor.github.io/bias</title>
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<h2>Bias Identification and Mitigation Framework / Additional Material</h2>
<h5>last update: Nov 22, 2021 by (<a href="https://www.bfh.ch/en/about-bfh/people/iux47spfqwn7/">Eduard Klein</a>)</h5>
Starting in 2019, we developed an awareness-raising framework for bias identification and mitigation,
consisting of a meta model and a set of checklists.
The framework has been validated in the context of industrial AI projects.
This webpage offers additional material for the below mentioned publications.
</p>
<strong>Checklists:</strong><br />
<a href="./Bias-Identification-and-Mitigation-Framework_Checklists.pdf">
<img src="./checklist-preview.PNG" width="400" />
</a>
</p>
<strong>OnePagers from Validation:</strong><br />
<a href="./Bias-Identification-and-Mitigation-Framework_OnePagers.pdf">
<img src="./one-pager-preview.PNG" width="400" />
</a>
</p>
<strong>Related Publications:</strong>
<ul>
<li>
<strong>[1]</strong> Thea Gasser, Eduard Klein, and Lasse Seppänen, “Bias – A Lurking Danger that Can Convert Algorithmic Systems into Discriminatory Entities,” in Centric2020 - The 13th Int. Conf. on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services, 2020, pp. 1–7.
<br />
<a href="https://www.thinkmind.org/index.php?view=article&articleid=centric_2020_1_10_30004">
https://www.thinkmind.org/index.php?view=article&articleid=centric_2020_1_10_30004
</a>
</li><li>
<strong>[2]</strong> Thea Gasser, Rémy Bohler, Eduard Klein, and Lasse Seppänen, “Validation of a Framework for Bias Identification and Mitigation in Algorithmic Systems,” International Journal On Advances in Software, vol. 14, no. 1 & 2, 2021.
<br />
<a href="http://www.iariajournals.org/software/">
http://www.iariajournals.org/software/
</a>
</li>
</ul>
<p />
<hr />
<p />
<strong>Institutions involved:</strong><br />
<a href="https://www.bfh.ch/business/en/">
BUAS - Bern University of Applied Sciences, Dept. of Business (Bern, Switzerland)
</a><br />
<a href="https://www.hamk.fi/?lang=en">
HAMK - Häme University of Applied Sciences (Hämeenlinna, Finland)
</a>
</body>
</html>