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Published in: Optical Memory and Neural Networks 1/2023

01-03-2023

Density Function of Weighted Sum of Chi-Square Variables with Trigonometric Weights

Authors: V. I. Egorov, B. V. Kryzhanovsky

Published in: Optical Memory and Neural Networks | Issue 1/2023

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Abstract

We have investigated a weighted chi-square distribution of the variable ξ which is a weighted sum of squared normally distributed independent variables whose weights are cosines of angles \({{\varphi }_{k}} = {{2\pi k} \mathord{\left/ {\vphantom {{2\pi k} N}} \right. \kern-0em} N},\) where \(k \in \left\{ {0,1,...,N - 1} \right\}\) and N is the number of the freedom degrees. We have found the exact expression for the density function of this distribution and its approximation for large N. The distribution is compared with the Gaussian distribution.

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Appendix
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Literature
1.
go back to reference Tziritas, G., On the distribution of positive-definite Gaussian quadratic forms, IEEE Trans. Inf. Theory, 1987, vol. 33, no. 6, pp. 895–906.MathSciNetCrossRefMATH Tziritas, G., On the distribution of positive-definite Gaussian quadratic forms, IEEE Trans. Inf. Theory, 1987, vol. 33, no. 6, pp. 895–906.MathSciNetCrossRefMATH
2.
go back to reference Castaño-Martínez, A. and López-Blázquez, F., Distribution of a sum of weighted central chi-square variables, Commun. Stat.-Theory Methods, 2005, vol. 34, no. 3, pp. 515–524.MathSciNetCrossRefMATH Castaño-Martínez, A. and López-Blázquez, F., Distribution of a sum of weighted central chi-square variables, Commun. Stat.-Theory Methods, 2005, vol. 34, no. 3, pp. 515–524.MathSciNetCrossRefMATH
3.
go back to reference Moschopoulos, P.G. and Canada, W.B., The distribution function of a linear combination of chi-squares, Comput. Math. Appl., 1984, vol. 10, no. 4–5, pp. 383–386.CrossRefMATH Moschopoulos, P.G. and Canada, W.B., The distribution function of a linear combination of chi-squares, Comput. Math. Appl., 1984, vol. 10, no. 4–5, pp. 383–386.CrossRefMATH
4.
go back to reference Lindsay, B.G., Pilla, R.S., and Basak, P., Moment-based approximations of distributions using mixtures: Theory and applications, Ann. Inst. Stat. Math., 2000, vol. 52, no. 2, pp. 215–230.MathSciNetCrossRefMATH Lindsay, B.G., Pilla, R.S., and Basak, P., Moment-based approximations of distributions using mixtures: Theory and applications, Ann. Inst. Stat. Math., 2000, vol. 52, no. 2, pp. 215–230.MathSciNetCrossRefMATH
5.
go back to reference Bodenham, D.A. and Adams, N.M., A comparison of efficient approximations for a weighted sum of chi-squared random variables, Stat. Comput., 2016, vol. 26, no. 4, pp. 917–928.MathSciNetCrossRefMATH Bodenham, D.A. and Adams, N.M., A comparison of efficient approximations for a weighted sum of chi-squared random variables, Stat. Comput., 2016, vol. 26, no. 4, pp. 917–928.MathSciNetCrossRefMATH
6.
go back to reference Duchesne, P. and De Micheaux, P.L., Computing the distribution of quadratic forms: Further comparisons between the Liu–Tang–Zhang approximation and exact methods, Comput. Stat. Data Anal., 2010, vol. 54, no. 4, pp. 858–862.MathSciNetCrossRefMATH Duchesne, P. and De Micheaux, P.L., Computing the distribution of quadratic forms: Further comparisons between the Liu–Tang–Zhang approximation and exact methods, Comput. Stat. Data Anal., 2010, vol. 54, no. 4, pp. 858–862.MathSciNetCrossRefMATH
7.
go back to reference Moore, D.S. and Spruill, M.C., Unified large-sample theory of general chi-squared statistics for tests of fit, Ann. Stat., 1975, vol. 3, no. 3, pp. 599–616.MathSciNetCrossRefMATH Moore, D.S. and Spruill, M.C., Unified large-sample theory of general chi-squared statistics for tests of fit, Ann. Stat., 1975, vol. 3, no. 3, pp. 599–616.MathSciNetCrossRefMATH
9.
go back to reference Bentler, P.M. and Xie, J., Corrections to test statistics in principal Hessian directions, Stat. Probab. Lett., 2000, vol. 47, no. 4, pp. 381–389.CrossRefMATH Bentler, P.M. and Xie, J., Corrections to test statistics in principal Hessian directions, Stat. Probab. Lett., 2000, vol. 47, no. 4, pp. 381–389.CrossRefMATH
10.
go back to reference Kryzhanovsky, B.V. and Litinskii, L.B., Influence of long-range interaction on degeneracy of eigenvalues of connection matrix of d-dimensional Ising system, J. Phys. A: Math. Theor., 2020, vol. 53, no. 47, p. 475002.MathSciNetCrossRefMATH Kryzhanovsky, B.V. and Litinskii, L.B., Influence of long-range interaction on degeneracy of eigenvalues of connection matrix of d-dimensional Ising system, J. Phys. A: Math. Theor., 2020, vol. 53, no. 47, p. 475002.MathSciNetCrossRefMATH
12.
go back to reference Uteshev, A., Baravy, I., and Kalinina, E., Rational Interpolation: Jacobi’s Approach Reminiscence, Symmetry, 2021, vol. 13, no. 8, p. 1401.CrossRef Uteshev, A., Baravy, I., and Kalinina, E., Rational Interpolation: Jacobi’s Approach Reminiscence, Symmetry, 2021, vol. 13, no. 8, p. 1401.CrossRef
Metadata
Title
Density Function of Weighted Sum of Chi-Square Variables with Trigonometric Weights
Authors
V. I. Egorov
B. V. Kryzhanovsky
Publication date
01-03-2023
Publisher
Pleiades Publishing
Published in
Optical Memory and Neural Networks / Issue 1/2023
Print ISSN: 1060-992X
Electronic ISSN: 1934-7898
DOI
https://doi.org/10.3103/S1060992X23010071

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