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Fixed typo Leiber > Leibler plus hyphen between the names #95

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Fixed typo Leiber > Leibler plus hyphen between the names #95

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4 changes: 2 additions & 2 deletions chapters/part4/divergence/index.html
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Expand Up @@ -31,14 +31,14 @@ <h3>Earth Mover's Distance</h3>

<p>This value is very meaningful, but it doesn't have a closed form equation. Instead it is computed by solving a linear program. If the range of values that the random variables can take on is of size $n$, the linear program has a run time of $O(n^3 \cdot \log n)$ which is very slow.</p>

<h3>Kullback Leiber Divergence</h3>
<h3>Kullback-Leibler Divergence</h3>

<p>Let $X$ and $Y$ be discrete random variables. Calculate the expected "excess surprise" from using Y as your Probability Mass Function instead of X when the actual Probability Mass Function is X.


<p>
<div class="bordered">
<p><b><i>Definition:</i></b> Kullback Leiber Divergence</p>
<p><b><i>Definition:</i></b> Kullback-Leibler Divergence</p>

<p>Let $X$ and $Y$ be discrete random variables</p>

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