Metrika

, Volume 58, Issue 1, pp 71–84 | Cite as

Effective observation of random processes using derivatives

  • Wolfgang Näther
  • Jaroslav Šimák

Abstract.

What are optimal observation times of a random process to obtain good prediction or good estimation of the (parametric) trend? In the presented paper we discuss especially the following question: What is better, observation of a differentiable process itself or observation of derivatives of certain degree. We start with simple examples and then we give little bit of theory where observation of derivatives should be preferred. Further, we find some analytical results if the covariance function comes from the Matérn-class or from the J-Bessel-class.

Key words: derivatives of random processes optimal experimental design update fraction 

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Copyright information

© Springer-Verlag Berlin Heidelberg 2003

Authors and Affiliations

  • Wolfgang Näther
    • 1
  • Jaroslav Šimák
    • 1
  1. 1.TU Bergakademie Freiberg, Fakultät für Mathematik und Informatik, 09596 Freiberg, Germany (e-mail: naether@math.tu-freiberg.de)DE

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