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Random Walks and Heat Kernels on Graphs. by Martin T. Barlow. It is accessible to graduate students but may also serve as a good reference for researchers. It contains the usual material about random walks on graphs and its connections to discrete potential theory and electrical resistance (Chapters 1, 2 and 3).
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