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Answers for “在这段视频中,转移矩阵的行和列代表什么?”

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Understand why

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A matrix is introduced to provide an efficient algebraic process for moving from one state vector to later state vectors, such as S2S_2 or S100S_100, rather than re-reading the diagram each time.

Conditions: The Markov chain has fixed one-step transition probabilities.; State vectors are represented in a consistent order.

Understand why

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Matrices and vectors are introduced as a linear algebra formalism to make manipulations and calculations simpler when studying a Markov chain, especially for iterating states efficiently over many steps.

Conditions: The problem involves a Markov chain.; The goal is to compute future states or manipulate transition probabilities.

Meet the concept

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In the two-state example, the first (top) component of the state vector corresponds to state A, and the second (bottom) component corresponds to state B. If there were more states, such as A, B, and C, the vector would have three components.

Conditions: The system is represented by a state vector.; The ordering of states is fixed.