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