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lectures/markov_chains_II.md
@@ -58,14 +58,9 @@ import numpy as np
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To explain irreducibility, let's take $P$ to be a fixed stochastic matrix.
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-Two states $x$ and $y$ are said to **communicate** with each other if
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-there exist positive integers $j$ and $k$ such that
+State $x$ is called **accessible** (or **reachable**) from state $y$ if $P^t(x,y)>0$ for some integer $t\ge 0$.
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-$$
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-P^j(x, y) > 0
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-\quad \text{and} \quad
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-P^k(y, x) > 0
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+Two states, $x$ and $y$, are said to **communicate** if $x$ and $y$ are accessible from each other.
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In view of our discussion {ref}`above <finite_mc_mstp>`, this means precisely
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that
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