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authorGertjan van den Burg <gertjanvandenburg@gmail.com>2018-01-08 19:38:22 +0100
committerGertjan van den Burg <gertjanvandenburg@gmail.com>2018-01-08 19:38:22 +0100
commitdff6f71b2185b6341bddbd0732a2833cfd953202 (patch)
treea701722a38ebef1926aed833d08ae9d7cdff17eb /docs/kernels.rst
parentUpdate submodule (diff)
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add documentation for kernels in GenSVM
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+Kernels in GenSVM
+-----------------
+
+Kernels in GenSVM are implemented as follows.
+
+- Radial Basis Function (RBF):
+
+.. math::
+
+ k(x_1, x_2) = \exp(-\gamma \| x_1 - x_2 \|^2 )
+
+- Polynomial:
+
+.. math::
+
+ k(x_1, x_2) = (\gamma x_1'x_2 + coef)^{degree}
+
+- Sigmoid:
+
+.. math::
+
+ k(x_1, x_2) = \tanh(\gamma x_1'x_2 + coef)