aboutsummaryrefslogtreecommitdiff
path: root/docs/kernels.rst
diff options
context:
space:
mode:
authorGertjan van den Burg <gertjanvandenburg@gmail.com>2020-03-06 17:49:40 +0000
committerGertjan van den Burg <gertjanvandenburg@gmail.com>2020-03-06 17:49:40 +0000
commit10fabb58010d80f10ffe5de58faf8eea90c223b9 (patch)
treea4630cd6cc17437949827062a2b9639640bbbf73 /docs/kernels.rst
parentMerge branch 'travis_releases' (diff)
parentDocumentation improvements (diff)
downloadpygensvm-10fabb58010d80f10ffe5de58faf8eea90c223b9.tar.gz
pygensvm-10fabb58010d80f10ffe5de58faf8eea90c223b9.zip
Merge branch 'docs'
Diffstat (limited to 'docs/kernels.rst')
-rw-r--r--docs/kernels.rst22
1 files changed, 22 insertions, 0 deletions
diff --git a/docs/kernels.rst b/docs/kernels.rst
new file mode 100644
index 0000000..479b6c0
--- /dev/null
+++ b/docs/kernels.rst
@@ -0,0 +1,22 @@
+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)