Smoothing Techniques

Released on by Wolfgang Härdle
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  • Smoothing Techniques Book Detail

  • Author : Wolfgang Härdle
  • Release Date : 2012-12-06
  • Publisher : Springer Science & Business Media
  • Genre : Mathematics
  • Pages : 267
  • ISBN 13 : 1461244323
  • File Size : 72,72 MB
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Smoothing Techniques by Wolfgang Härdle PDF Summary

Book Description: The author has attempted to present a book that provides a non-technical introduction into the area of non-parametric density and regression function estimation. The application of these methods is discussed in terms of the S computing environment. Smoothing in high dimensions faces the problem of data sparseness. A principal feature of smoothing, the averaging of data points in a prescribed neighborhood, is not really practicable in dimensions greater than three if we have just one hundred data points. Additive models provide a way out of this dilemma; but, for their interactiveness and recursiveness, they require highly effective algorithms. For this purpose, the method of WARPing (Weighted Averaging using Rounded Points) is described in great detail.

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