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 |
|---|---|
| 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 |

