Published November 1, 2013 | Version v1
Journal article

Transformation of correlation coefficients between normal and lognormal distribution and implications for nuclear applications

  • 1. Jožef Stefan Institute, Jamova cesta 39, SI-1000 Ljubljana (Slovenia)
  • 2. Argonne National Laboratory, 1710 Avenida del Mundo, Coronado, CA 92118-3073 (United States)
  • 3. NAPC–Nuclear Data Section, International Atomic Energy Agency, PO Box 100, Vienna-A-1400 (Austria)

Description

Inherently positive parameters with large relative uncertainties (typically ≳30%) are often considered to be governed by the lognormal distribution. This assumption has the practical benefit of avoiding the possibility of sampling negative values in stochastic applications. Furthermore, it is typically assumed that the correlation coefficients for comparable multivariate normal and lognormal distributions are equivalent. However, this ideal situation is approached only in the linear approximation which happens to be applicable just for small uncertainties. This paper derives and discusses the proper transformation of correlation coefficients between both distributions for the most general case which is applicable for arbitrary uncertainties. It is seen that for lognormal distributions with large relative uncertainties strong anti-correlations (negative correlations) are mathematically forbidden. This is due to the asymmetry that is an inherent feature of these distributions. Some implications of these results for practical nuclear applications are discussed and they are illustrated with examples in this paper. Finally, modifications to the ENDF-6 format used for representing uncertainties in evaluated nuclear data libraries are suggested, as needed to deal with this issue

Availability note (English)

Available from http://dx.doi.org/10.1016/j.nima.2013.06.025

Additional details

Identifiers

DOI
10.1016/j.nima.2013.06.025;
PII
S0168-9002(13)00845-0;

Publishing Information

Journal Title
Nuclear Instruments and Methods in Physics Research. Section A, Accelerators, Spectrometers, Detectors and Associated Equipment
Journal Volume
727
Journal Page Range
p. 33-39
ISSN
0168-9002
CODEN
NIMAER

INIS

Country of Publication
Netherlands
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
45048204
Subject category
S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
Descriptors DEI
APPROXIMATIONS; ASYMMETRY; COMPARATIVE EVALUATIONS; CORRELATIONS; MATRICES; MODIFICATIONS; MULTIVARIATE ANALYSIS; NUCLEAR DATA COLLECTIONS; SAMPLING; STOCHASTIC PROCESSES; TRANSFORMATIONS
Descriptors DEC
CALCULATION METHODS; EVALUATION; MATHEMATICS; STATISTICS

Optional Information

Copyright
Copyright (c) 2013 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.