Analysis of relaxation time in random walk with jumps

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Abstract

We study the relaxation time in the random walk with jumps. The random walk with jumps combines random walk based sampling with uniform node sampling and improves the performance of network analysis and learning tasks. We derive various conditions under which the relaxation time decreases with the introduction of jumps.

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Avrachenkov, K., & Bogdanov, I. (2018). Analysis of relaxation time in random walk with jumps. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 10836 LNCS, pp. 70–82). Springer Verlag. https://doi.org/10.1007/978-3-319-92871-5_6

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