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Title:Distribution-Free Learning Author(s):SCHLAG, Karl H.Date:2007Type:Working PaperSeries/Number:EUI ECO; 2007/01Abstract:We select among rules for learning which of two actions in a stationary decision problem achieves a higher expected payoffs when payoffs realized by both actions are known
in previous instances. Only a bounded set containing ...
Title:How to Attain Minimax Risk with Applications to Distribution-Free Nonparametric Estimation and Testing Author(s):SCHLAG, Karl H.Date:2007Type:Working PaperSeries/Number:EUI ECO; 2007/04Abstract:We show how to a derive exact distribution-free nonparametric results for minimax risk when underlying random variables have known finite bounds and means are the only parameters of interest. Transform the data with a ...
Title:Designing Non-Parametric Estimates and Tests for Means Author(s):SCHLAG, Karl H.Date:2006Type:Working PaperSeries/Number:EUI ECO; 2006/26Abstract:We show how to derive nonparametric estimates from results for Bernoulli distributions, provided the means are the only parameters of interest. The only information
is that the support of each random variable is contained ...