POWER METHOD USING MONTE CARLO ITERATIONS Ivan Dimov and Aneta Karaivanova Abstract. We present Monte Carlo variants of Direct Power Method, Shifted Power Method, Inverse Power Method and Inverse Shifted Power Method for calculating the dominant eigenvalues of matrices. An analysis of the accuracy and the convergency of this variants is done. The advantages and disadvantages of the corresponding Monte Carlo algorithms are discussed. Some numerical results are presented.