Sankhyā: The Indian Journal of Statistics, Series A (2008-), Vol. 79, No. 2, Special issue on Applications of Concentration Inequalities and Empirical Processes to Modern Statistics (August 2017), pp.

This is a preview. Log in through your library . Abstract Let F be a finite model of cardinality M and denote by conv(F) its convex hull. The problem of convex aggregation is to construct a procedure ...

The expected risk, however, cannot be calculated without knowledge of the true . In contrast to the Bayesian approach of modeling the Frequentist approach approximates the expected risk by the ...

Robust estimation and risk minimisation in stochastic processes represent a central domain in modern statistical research. These methods are designed to ensure that statistical predictions remain ...

Interpreting an energy or error functional probabilistically, i.e., assuming to be the logarithm of a posterior probability under study, the form of the training data ...