===affil2: University of Waterloo ===firstname: Killian, L ===firstname4: Irad ===firstname3: Eran ===lastname2: De Sterck ===lastname: Miller ===firstname5: ===affil6: ===lastname3: Treister ===email: killianmiller@gmail.com ===lastname6: ===affil5: ===otherauths: ===lastname4: Yavneh ===affil4: Israel institute for technology - Technion ===lastname7: ===affil7: ===firstname7: ===postal: Department of Applied Mathematics University of Waterloo Waterloo, Ontario, N2L 3G1 Canada ===firstname6: ===ABSTRACT: We present a simple automatic over-correction mechanism to accelerate multilevel aggregation methods for the computation of the stationary probability vector of irreducible Markov chains. Over-correction is motivated by the observation that while the coarse-grid correction typically approximates the error very well in the sense of its ``direction'', it may not provide a good approximation in the sense of its ``size'' [Van\v{e}k and M\'{i}ka, 1992]. In the case of a multiplicative correction scheme, which is commonly used for Markov chains, we apply the over-correction technique via componentwise exponentiation of the correction by a small factor $\alpha > 1$, that is recalculated on each level. Numerical experiments demonstrate that this approach can lead to significant speedup of basic multilevel aggregation for Markov chains, at little extra cost. ===affil3: Israel institute for technology - Technion ===lastname5: ===affilother: ===title: Over-correction for multilevel aggregation for Markov chains ===firstname2: Hans