
Given a stochastic matrix $P$ partitioned in four blocks $P_{ij}$, $i,j=1,2$, Kemeny's constant $κ(P)$ is expressed in terms of Kemeny's constants of the stochastic complements $P_1=P_{11}+P_{12}(I-P_{22})^{-1}P_{21}$, and $P_2=P_{22}+P_{21}(I-P_{11})^{-1}P_{12}$. Specific cases concerning periodic Markov chains and Kronecker products of stochastic matrices are investigated. Bounds to Kemeny's constant of perturbed matrices are given. Relying on these theoretical results, a divide-and-conquer algorithm for the efficient computation of Kemeny's constant of graphs is designed. Numerical experiments performed on real-world problems show the high efficiency and reliability of this algorithm.
Numerical computation of eigenvalues and eigenvectors of matrices, Random matrices (algebraic aspects), Markov chains, Kemeny's constant, Numerical Analysis (math.NA), Computational methods in Markov chains, Divide-and-conquer algorithm; Kemeny's constant; Markov chains, FOS: Mathematics, 60J22, 65C40, 65F15, Numerical analysis or methods applied to Markov chains, Mathematics - Numerical Analysis, divide-and-conquer algorithm
Numerical computation of eigenvalues and eigenvectors of matrices, Random matrices (algebraic aspects), Markov chains, Kemeny's constant, Numerical Analysis (math.NA), Computational methods in Markov chains, Divide-and-conquer algorithm; Kemeny's constant; Markov chains, FOS: Mathematics, 60J22, 65C40, 65F15, Numerical analysis or methods applied to Markov chains, Mathematics - Numerical Analysis, divide-and-conquer algorithm
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