Markov Chain/Examples
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Examples of Markov Chains
Simplest Markov Chain
The simplest Markov chain $\sequence {X_B}$ is the case where the state space $S$ is a Boolean domain, say $S = \set {0, 1}$.
Its transition probabilities are hence $p_{00}$, $p_{01}$, $p_{10}$ and $p_{11}$.
Hence for example:
- $p_{01}$ is the probability that $\sequence {X_B}$ changes from state $0$ to state $1$
- $p_{11}$ is the probability that $\sequence {X_B}$ remains in state $1$ if it is already there.
Its transition matrix is of the form:
- $\begin {pmatrix} p_{00} & p_{01} \\ p_{10} & p_{11} \end {pmatrix}$
where:
\(\ds p_{00} + p_{01}\) | \(=\) | \(\ds 1\) | ||||||||||||
\(\ds p_{10} + p_{11}\) | \(=\) | \(\ds 1\) |