Ciuiu, Daniel and Costinescu, Cristian (2008): The Monte Carlo method to find eigenvalues and eigenvectors. Published in: Proceedings of International Conference Trends and Challenges in Applied Mathematics (2008): pp. 157-160.
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Abstract
In this paper we apply the Monte Carlo method to find the eigenvalues and the eigenvectors of a k-symmetric matrix A. At first we add to the main diagonal of A a real number large enough to obtain a covariance matrix B and we take into account that the minimum sum of the squares in the principal components regression (PCR) is given by the corresponding eigenvector of the minimum eigenvalue of B.
Item Type: | MPRA Paper |
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Original Title: | The Monte Carlo method to find eigenvalues and eigenvectors |
Language: | English |
Keywords: | Principal components regression, the Monte Carlo method, eigenvalues, eigenvectors |
Subjects: | C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C51 - Model Construction and Estimation C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C15 - Statistical Simulation Methods: General |
Item ID: | 15362 |
Depositing User: | Daniel Ciuiu |
Date Deposited: | 23 May 2009 17:55 |
Last Modified: | 27 Sep 2019 07:18 |
References: | [1] Bratley, P., Fox, L.B. and Schrage, L.E.: A Guide to Simulation, Springer Verlag, 1987. [2] Ciuiu, D.: Solving Linear Systems of Equations and Differential Equations with Partial Derivatives by the Monte Carlo Method using Service Systems, Analele Universitatii Bucureşti 1 (2004), 93-104. [3] Ciuiu, D.: A Method to Solve Some Nonlinear Equations by the Monte Carlo Method Using Queueing Systems, Analele Universitatii Bucureşti, 1 (2006), 21-30. [4] Ciuiu, D.: Queueing Networks, Ph. D. Thesis, Bucharest University, 2006 (Romanian). [5] Ermakov, S.M.: The Monte Carlo Method and Connected Problems, Technical Publishing House, Bucharest, 1976 (Romanian). [6] Garzia, M., Garzia, R., Kiemele, M. and Lockhart, C.: Network modeling, simulation and analysis, Marcel Decker, 1990. [7] Iosifescu, M.: Finite Markov Chains and Applications, Technical Publishing House, Bucharest, 1977 (Romanian). [8] Kleinrock, L.: Queueing Systems, John Wiley and Sons Inc., 1975. [9] Saporta, G.: Probabilités, analyse des donées et statistique, Editions Technip, Paris, 1990. [10] Mahjoub, S. and Saporta, G.: Une méthode de discrimination non paramétrique, Revue de Statistique Appliquée, Vol. XLII, No. 2 (1994), 99-113. [11] Văduva, I.: Simulation Models, Bucharest University Publishing House, 2004 (Romanian). |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/15362 |