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lines changed Original file line number Diff line number Diff line change @@ -2373,15 +2373,15 @@ class ICAR(Continuous):
23732373 .. math::
23742374 f(\phi| W,\sigma) =
23752375 -\frac{1}{2\sigma^{2}} \sum_{i\sim j} (\phi_{i} - \phi_{j})^2 -
2376- \frac{1}{2}*\frac{\sum_{i}{\phi_{i}}}{0.001N}^{2} - \ln{\sqrt{2\\ pi}} -
2376+ \frac{1}{2}*\frac{\sum_{i}{\phi_{i}}}{0.001N}^{2} - \ln{\sqrt{2\pi}} -
23772377 \ln{0.001N}
23782378
2379- The first term represents the spatial covariance component. Each $\\ phi_{i}$ is penalized
2380- based on the square distance from each of its neighbors. The notation $i\\ sim j$
2381- indicates a sum over all the neighbors of $\\ phi_{i}$ . The last three terms are the
2379+ The first term represents the spatial covariance component. Each :math:`\ phi_{i}` is penalized
2380+ based on the square distance from each of its neighbors. The notation :math:`i \ sim j`
2381+ indicates a sum over all the neighbors of :math:`\ phi_{i}` . The last three terms are the
23822382 Normal log density function where the mean is zero and the standard deviation is
2383- $ N * 0.001$ (where N is the length of the vector $\\ phi$ ). This component imposes
2384- a zero-sum constraint by finding the sum of the vector $\\ phi$ and penalizing based
2383+ N * 0.001 (where N is the length of the vector :math:`\ phi` ). This component imposes
2384+ a zero-sum constraint by finding the sum of the vector :math:`\ phi` and penalizing based
23852385 on its distance from zero.
23862386
23872387 Parameters
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