Reproducing Kernel Hilbert Spaces in Probability and Statistics

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  • Reproducing Kernel Hilbert Spaces in Probability and Statistics Book Detail

  • Author : Alain Berlinet
  • Release Date : 2011-06-28
  • Publisher : Springer Science & Business Media
  • Genre : Business & Economics
  • Pages : 369
  • ISBN 13 : 1441990968
  • File Size : 36,36 MB

Reproducing Kernel Hilbert Spaces in Probability and Statistics by Alain Berlinet PDF Summary

Book Description: The book covers theoretical questions including the latest extension of the formalism, and computational issues and focuses on some of the more fruitful and promising applications, including statistical signal processing, nonparametric curve estimation, random measures, limit theorems, learning theory and some applications at the fringe between Statistics and Approximation Theory. It is geared to graduate students in Statistics, Mathematics or Engineering, or to scientists with an equivalent level.

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Kernel Mean Embedding of Distributions

Kernel Mean Embedding of Distributions

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Provides a comprehensive review of kernel mean embeddings of distributions and, in the course of doing so, discusses some challenging issues that could potentia