Extrapolation of functions of many variables by means of metric analysis

Speakers

Mr Alexander Kryanev (National Research Nuclear University MEPhI, Joint Institute for Nuclear Research)Mr David Udumyan (Peoples' Friendship University of Russia, National Research Nuclear University MEPhI, University of Miami)Mr Leonid SEVASTYANOV (PFUR)Mr Victor Ivanov (Joint Institute for Nuclear Research, National Research Nuclear University MEPhI)

Description

We consider a problem of extrapolating functions of several variables. It is assumed that the values of the function of m variables are given at a finite number of points in some domain D of the m-dimensional space. It is required to restore the value of the function at the points outside the domain D. To solve the extrapolation problem, we propose a scheme which is based on a metric analysis approach. This scheme consists of two stages. At the first stage, using the metric analysis, the function is interpolated to the points of the domain D belonging to the segment of the straight line connecting the center of the domain D to the point M in which it is necessary to restore the value of the function. At the second stage, based on the autoregression model and the metric analysis, the function values are predicted along the above straight-line segment beyond the domain D up to the point M. We present some numerical examples which demostrate the efficiency of the proposed scheme. Keywords: function of many variables, extrapolation, metric analysis, interpolation, autoregression model.

Short biography note

  1. A.V. Kryanev, G.V. Lukin, D.K. Udumyan, Metric analysis and data processing, Eds. Science, Moscow, 2012 (in Russian).
  2. A.V. Kryanev, D.K. Udumyan, Metric analysis, properties and applications as a tool for interpolation, Int. Journal of Mathematical Analysis, 8 (45), (2014), 2221-2228.
  3. A.V. Kryanev, D.K. Udumyan, Metric analysis, properties and applications as a tool for forecasting, Int. Journal of Mathematical Analysis, 8 (60), (2014), 2971 – 2978.

Primary author

Mr Alexander Kryanev (National Research Nuclear University MEPhI, Joint Institute for Nuclear Research)

Co-authors

Mr David Udumyan (Peoples' Friendship University of Russia, National Research Nuclear University MEPhI, University of Miami) Mr Leonid SEVASTYANOV (PFUR) Mr Victor Ivanov (Joint Institute for Nuclear Research, National Research Nuclear University MEPhI)

Presentation materials