somewhere near the beginning.

Markov Chains

Filed under: Mathematics — Alex @ 3:11 pm 6/9/2006

I gave a mini-seminar today on stochastic processes, and was surprised at how we got hung up on the very concept that we’re studying stochastic processes for: Markov processes. To be more specific, Markov chains; the question was, does the Markovianity property P(X_n | X_0, \ldots, X_{n-1}) = P(X_n | X_{n-1}) imply that X_n is independent of X_k for k = 0, \ldots n-2? I don’t think so…

The next thing I am working on is showing that stationarity and Markovianity do not contradict each other. This is obvious for one-dimensional finite state Markov chains– take the initial distribution to be the stationary distribution for the chain, but I don’t really understand anything but one-dimensional Markov chains.

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