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Answers for “为什么在求解平稳分布时要添加方程 $\pi(a)+\pi(b)=1$?”

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Understand why

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We add the equation π(a)+π(b)=1\pi(a)+\pi(b)=1 because π\pi is a valid probability distribution, meaning its elements must sum to 1. This provides the second independent equation needed to solve the underdetermined system created by the redundant balance equations.

Conditions: π\pi is a probability distribution over the states.; The state space has exactly two states, a and b.

Understand why

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The equations derived from πP=π\pi P = \pi are linearly dependent because the rows of the transition matrix PP sum to 1. This implies that the sum of the equations is identically zero, leaving only N−1N-1 independent constraints for NN states.

Conditions: PP is a stochastic matrix (rows sum to 1).; π\pi is a row vector of probabilities.

Find a method

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By substituting π(b)=7/4π(a)\pi(b)=7/4 \pi(a) into π(a)+π(b)=1\pi(a)+\pi(b)=1, we get π(a)+7/4π(a)=1\pi(a) + 7/4 \pi(a) = 1. Combining the terms yields 11/4π(a)=111/4 \pi(a) = 1, and solving for π(a)\pi(a) gives π(a)=4/11\pi(a) = 4/11.

Conditions: The balance equation gives 4π(b)=7π(a)4\pi(b) = 7\pi(a), which rearranges to π(b)=7/4π(a)\pi(b) = 7/4 \pi(a).; The normalization equation is π(a)+π(b)=1\pi(a) + \pi(b) = 1.