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  • 著者Alain Berlinet Christine Thomas-Agnan
  • ISBN9781402076794

Reproducing Kernel Hilbert Spaces in Probability and Statistics

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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  • Convex Optimization Algorithms
  • Support Vector Machines
  • Convergence of probability measures