https://www.bloomberg.com/graphics/2023-generative-ai-bias/
This site is to serve as my note-book and to effectively communicate with my students and collaborators. Every now and then, a blog may be of interest to other researchers or teachers. Views in this blog are my own. All rights of research results and findings on this blog are reserved. See also http://youtube.com/c/hongqin @hongqin
https://www.bloomberg.com/graphics/2023-generative-ai-bias/
Fairness AI materials
https://medium.com/@docintangible/racist-data-destruction-113e3eff54a8
https://www.aclu.org/press-releases/man-wrongfully-arrested-because-face-recognition-cant-tell-black-people-apart
independence
separation
sufficiency
group fairness definitions, confusion matrix
Bias mitigation methods: preprocessing; reweighting; inprocessing; adversarial debiasing; postprocessing; reject option based classification
https://en.wikipedia.org/wiki/Fairness_(machine_learning)
https://en.wikipedia.org/wiki/Algorithmic_bias