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Chris Stucchio wrote an interesting blog post which changed my mind on this. Instead of exacerbating it, a Machine Learning model can actively correct for bias.
by grinnbearit 9y ago
Chris Stucchio wrote an interesting blog post which changed my mind on this. Instead of exacerbating it, a Machine Learning model can actively correct for bias.
https://www.chrisstucchio.com/blog/2016/alien_intelligences_and_discriminatory_algorithms.html https://www.chrisstucchio.com/blog/2016/alien_intelligences_...
- mrow84 9y agoThere are some issues with the arguments contained in that post, which I discussed here: https://news.ycombinator.com/item?id=12630980 https://news.ycombinator.com/item?id=12630980 Bias correction is possible, but, tautologically, a model whose structure cannot capture a bias cannot correct for that bias. This means that a modeller must either understand the bias, and accommodate for it in their model, or use a model that might be able to capture unknown structures and run the (serious) risk of over-fitting that model.