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:

\(\ds p_{00} + p_{01}\) \(=\) \(\ds 1\)
\(\ds p_{10} + p_{11}\) \(=\) \(\ds 1\)