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.2013.06.025Additional 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.