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Machine learning algorithms are now frequently used in sensitive contexts that substantially affect the course of human … overwhelming evidence showing that algorithms can inherit or even perpetuate human biases in their decision making when they are …, fairness constraints in algorithms have to be specific to the domains to which the algorithms are applied. In the future …
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Recently, amid growing awareness that computer algorithms are not neutral tools but can cause harm by reproducing and …
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Predictive AI is increasingly used to guide decisions on agents. I show that even a bias-neutral predictive AI can potentially amplify exogenous (human) bias in settings where the predictive AI represents a cost-adjusted precision gain to unbiased predictions, and the final judgments are made by...
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Improvement of the Performance of Classification Algorithms in the Case of Financial Data -- 6. Default Risk Prediction Based on …
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