Spectral forecast: A general purpose prediction model as an alternative to classical neural networks.

Journal: Chaos (Woodbury, N.Y.)
Published Date: Mar 1, 2020

Abstract

Here, we describe a general-purpose prediction model. Our approach requires three matrices of equal size and uses two equations to determine the behavior against two possible outcomes. We use an example based on photon-pixel coupling data to show that in humans, this solution can indicate the predisposition to disease. An implementation of this model is made available in the supplementary material.

Authors

  • Paul A Gagniuc
    Department of Engineering in Foreign Languages, Faculty of Engineering in Foreign Languages, University Politehnica of Bucharest, Splaiul Independentei 313, Bucharest 060042, Romania.
  • Constantin Ionescu-Tirgoviste
    Center of Excellence in Translational Medicine, Fundeni Road 258, Bucharest 022328, Romania.
  • Elvira Gagniuc
    Department of Pathology, Faculty of Veterinary Medicine, University of Agronomic Sciences and Veterinary Medicine, Mărăşti Boulevard 59, Bucharest 011464, Romania.
  • Manuella Militaru
    Department of Pathology, Faculty of Veterinary Medicine, University of Agronomic Sciences and Veterinary Medicine, Mărăşti Boulevard 59, Bucharest 011464, Romania.
  • Lawrence Chukwudi Nwabudike
    Institute of Diabetes, Nutrition and Metabolic Diseases "N.C. Paulescu," Ion Movila Street nr. 5-7, Bucharest 20475, Romania.
  • Bujorel Ionel Pavaloiu
    Department of Engineering in Foreign Languages, Faculty of Engineering in Foreign Languages, University Politehnica of Bucharest, Splaiul Independentei 313, Bucharest 060042, Romania.
  • Andrei Vasilăţeanu
    Department of Engineering in Foreign Languages, Faculty of Engineering in Foreign Languages, University Politehnica of Bucharest, Splaiul Independentei 313, Bucharest 060042, Romania.
  • Nicolae Goga
    Department of Engineering in Foreign Languages, Faculty of Engineering in Foreign Languages, University Politehnica of Bucharest, Splaiul Independentei 313, Bucharest 060042, Romania.
  • George Drăgoi
    Department of Engineering in Foreign Languages, Faculty of Engineering in Foreign Languages, University Politehnica of Bucharest, Splaiul Independentei 313, Bucharest 060042, Romania.
  • Irinel Popescu
    Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania.
  • Simona Dima
    Center of Excellence in Translational Medicine, Fundeni Road 258, Bucharest 022328, Romania.

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