In this paper we consider a finite state time discrete Markov chain that mimics the behaviour of solutions of the stochastic differential equation , where is a multi-well potential with local minima and L is a symmetric \alpha-stable L'evy process (L'evy flights process). We investigate the spectrum of the generator of this Markov chain in the limit and localize the top n eigenvalues . These eigenvalues turn out to be of the same algebraic order and are well separated from the rest of the spectrum by a spectral gap. We also determine the limits , , and show that the corresponding eigenvectors are approximately constant over the domains which correspond to the potential wells of .

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