Algorithmic bias: introduction
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The document discusses algorithmic bias, exploring its origins, implications, and potential solutions. Key questions it addresses include the reasons for discrimination in algorithms, the nature of unfair bias, data control, and the role of free software. It highlights the challenges of opening source code and understanding algorithms due to trade secrets, technical complexity, and power imbalances.
Algorithmic bias: introduction
- 1. Algorithmic Bias: Where It Comes From and What to Do About It (Introduction) 26 March 2017 Andy Oram, Editor, O’Reilly Media This work is licensed under the Creative Commons Attribution 4.0 International License.
- 3. The Hype https://www.theatlantic.com/technology/archive/2016/04/how-big-data-harms-poor-communities/477423/ 3 https://www.nytimes.com/2015/08/11/upshot/algorithms-and-bias-q-and-a-with-cynthia-dwork.html Algorithmic Bias — Andy Oram https://hbr.org/2013/04/the-hidden-biases-in-big-data https://www.technologyreview.com/s/602933/how-to-hold-algorithms-accountable/ https://www.brookings.edu/blog/techtank/2016/12/01/addressing-racial-bias-in-the-online-economy/ http://www.pewinternet.org/2017/02/08/code-dependent-pros-and-cons-of-the-algorithm-age/
- 4. The Books 4 Algorithmic Bias — Andy Oram https://weaponsofmathdestructionbook.com/ http://www.hup.harvard.edu/catalog.php?isbn=9780674368279
- 5. The Feds 5 Algorithmic Bias — Andy Oram https://obamawhitehouse.archives.gov/sites/default/files/microsites/ostp/2016_0504_data_discrimination.pdf
- 6. Association for Computing Machinery principles 6 Algorithmic Bias — Andy Oram https://www.acm.org/binaries/content/assets/public-policy/2017_usacm_statement_algorithms.pdf
- 7. Questions addressed in this talk Why do algorithms discriminate? 7 What is unfair bias? Who is in control of the data? How can outsiders validate algorithms? Where does free software play a role? How should we use algorithms, given these risks? Algorithmic Bias — Andy Oram
- 8. The role of free software 8 Algorithmic Bias — Andy Oram htttps://qz.com/938635/a-predictive-policing-startup-released-all-its-code-so-it-can-be-scoured-for-bias/ https://github.com/CivicScape
- 9. Barriers to opening the source code Selfish actors might game the system 9 Machine learning doesn't produce human-readable decision processes Can't keep up with constant tweaks to the algorithms The devil often lies in the data Trade secrets and other legal controls Algorithmic Bias — Andy Oram
- 10. Barriers to using the source code if it's open How do you know at all if an algorithm is judging you? 10 Who can understand the algorithms? Power imbalances--do you dare to challenge the owner of the algorithm? The devil often lies in the data Algorithmic Bias — Andy Oram