Problem

Discuss the validity of the following statement. If the statement is always true, explain why. If not, give a counterexample.
If the $2 \times 2$ matrix $\mathrm{P}$ is the transition matrix for a regular Markov chain, then, at most, one of the entries of $\mathrm{P}$ is equal to 0 .

Answer

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Final Answer: The statement "If the $2 \times 2$ matrix $\mathrm{P}$ is the transition matrix for a regular Markov chain, then, at most, one of the entries of $\mathrm{P}$ is equal to 0" is not always true. A counterexample is the transition matrix $\mathrm{P} = \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}$, where two entries are equal to 0. This matrix is a valid transition matrix for a regular Markov chain, contradicting the statement. Therefore, the statement is \(\boxed{\text{False}}\).

Steps

Step 1 :A regular Markov chain is a type of stochastic process that undergoes transitions from one state to another on a state space. The transition matrix for a regular Markov chain has the property that all entries are nonnegative and each row sums to 1.

Step 2 :The statement says that at most one of the entries of the transition matrix is equal to 0. This is not necessarily true. A regular Markov chain can have more than one entry in its transition matrix equal to 0, as long as each row sums to 1.

Step 3 :For example, consider a Markov chain with two states, where it is impossible to transition from state 1 to state 2, and from state 2 to state 1. The transition matrix for this Markov chain would be: \[ \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix} \]

Step 4 :In this case, two of the entries of the transition matrix are equal to 0, which contradicts the statement. Therefore, the statement is not always true.

Step 5 :Final Answer: The statement "If the $2 \times 2$ matrix $\mathrm{P}$ is the transition matrix for a regular Markov chain, then, at most, one of the entries of $\mathrm{P}$ is equal to 0" is not always true. A counterexample is the transition matrix $\mathrm{P} = \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}$, where two entries are equal to 0. This matrix is a valid transition matrix for a regular Markov chain, contradicting the statement. Therefore, the statement is \(\boxed{\text{False}}\).

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