Problem

Could the given matrix be the transition matrix of a regular Markov chain? \[ \left[\begin{array}{rr} 0.1 & 0.9 \\ 1 & 0 \end{array}\right] \]

Solution

Step 1 :We are given the matrix \(\left[\begin{array}{rr} 0.1 & 0.9 \\ 1 & 0 \end{array}\right]\).

Step 2 :We need to determine if this matrix could be the transition matrix of a regular Markov chain.

Step 3 :A regular Markov chain is a Markov chain where it is possible to get from any state to any other state in a finite number of steps.

Step 4 :In other words, a Markov chain is regular if its transition matrix to some power has all positive entries.

Step 5 :The given matrix is a transition matrix of a Markov chain if the sum of each row is 1.

Step 6 :To check if the given matrix is a transition matrix of a regular Markov chain, we need to check if the sum of each row is 1 and if there is a power of the matrix that has all positive entries.

Step 7 :Checking the given matrix, we find that the sum of each row is indeed 1, so it is a transition matrix.

Step 8 :Next, we need to check if there is a power of the matrix that has all positive entries.

Step 9 :Upon checking, we find that there is indeed a power of the matrix that has all positive entries.

Step 10 :Therefore, the given matrix could be the transition matrix of a regular Markov chain.

Step 11 :\(\boxed{\text{Yes, the given matrix could be the transition matrix of a regular Markov chain.}}\)

From Solvely APP
Source: https://solvelyapp.com/problems/37348/

Get free Solvely APP to solve your own problems!

solvely Solvely
Download