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Part I. Artificial intelligence : present and future -- 1. Human intelligence (HI) versus artificial intelligence (AI) and intelligence augmentation (IA) -- 2. Expecting the future: How AI's potential performance will shape current behavior -- Part II. The status of machine learning methods for...
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regularization, and an algorithm based on Kernel-weights Optimization (KO). The ERM approaches, equivalent to high …-dimensional quantile regression, can be solved by convex optimization problems and the KO approach by a sorting algorithm. We analytically … benchmark by 23% and 24% respectively in the out-of-sample cost, and (ii) the best KO algorithm is faster than the best ERM …
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