Chapman-Kolmogorov Equations with Applications to Discrete Homogeneous Markov Chains 

I haven't found many helpful references that discuss the intricate details proving the elements of the n-step transition matrix are in fact the entries in the matrix resulting from a series of n matrix products of the original transition matrix - thus, I made this video lecture.
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