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Worked Examples · Example 8

Q.Customers switch between Brand A and Brand B each month according to the transition matrix P=(0.70.30.40.6)P=\begin{pmatrix}0.7&0.3\\0.4&0.6\end{pmatrix}. If a customer uses Brand A this month, find the probability distribution across brands after 1 month and after 2 months.

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Initial distribution

Since the customer starts on Brand A for certain, π0=(1,0)\pi_0=(1,0).

After 1 month

π1=π0P=(1,0)(0.70.30.40.6)=(1×0.7+0×0.4, 1×0.3+0×0.6)=(0.7,0.3)\pi_1=\pi_0P=(1,0)\begin{pmatrix}0.7&0.3\\0.4&0.6\end{pmatrix}=(1\times0.7+0\times0.4,\ 1\times0.3+0\times0.6)=(0.7,0.3)

After 2 months

π2=π1P=(0.7,0.3)(0.70.30.40.6)=(0.7×0.7+0.3×0.4, 0.7×0.3+0.3×0.6)\pi_2=\pi_1P=(0.7,0.3)\begin{pmatrix}0.7&0.3\\0.4&0.6\end{pmatrix}=(0.7\times0.7+0.3\times0.4,\ 0.7\times0.3+0.3\times0.6)

=(0.49+0.12, 0.21+0.18)=(0.61,0.39)=(0.49+0.12,\ 0.21+0.18)=(0.61,0.39) …

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