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What strikes me as interesting in this example is that it seems to assume the classifier is run once and that its decisions have no effect on future decisions.
by cs2818 10y ago
What strikes me as interesting in this example is that it seems to assume the classifier is run once and that its decisions have no effect on future decisions.
I would imagine that if we are separating people into groups based on demographic or social factors to make decisions, then those decisions may have an impact on that entire group. (In this example, maybe granting more loans to the blue group alters the group characteristics and leads to higher profit in the long term despite higher immediate risks).
Is there an area of ML research that considers this kind of concept?
- zitterbewegung 10y agoI don't think there is though it may fall under ethical considerations of AI or economics of AI. Would be hard to do a study since AI has really only been around for less than 50 years.