From 2329c5ea501fe71260ac8e4d0e9c7e8c733c6cff Mon Sep 17 00:00:00 2001
From: Gertjan van den Burg <gertjanvandenburg@gmail.com>
Date: Mon, 8 Jan 2018 20:15:35 +0100
Subject: add autofunctions to git

---
 docs/auto_functions.rst | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)
 create mode 100644 docs/auto_functions.rst

(limited to 'docs/auto_functions.rst')

diff --git a/docs/auto_functions.rst b/docs/auto_functions.rst
new file mode 100644
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@@ -0,0 +1,28 @@
+
+.. py:function:: load_default_grid()
+   :noindex:
+   :module: gensvm.gridsearch
+
+   Load the default parameter grid for GenSVM
+   
+   This is the parameter grid used in the GenSVM paper to run the grid search
+   experiments. It uses a large grid for the ``lmd`` regularization parameter
+   and converges with a stopping criterion of ``1e-8``. This is a relatively
+   small stopping criterion and in practice good classification results can be
+   obtained by using a larger stopping criterion.
+   
+   The function returns the following grid::
+   
+       pg = {
+               'lmd': [pow(2, x) for x in range(-18, 19, 2)],
+               'kappa': [-0.9, 0.5, 5.0],
+               'p': [1.0, 1.5, 2.0],
+               'weights': ['unit', 'group'],
+               'epsilon': [1e-8],
+               'kernel': ['linear']
+            }
+   
+   :returns: **pg** -- Mapping from parameters to lists of values for those parameters. To be
+             used as input for the :class:`.GenSVMGridSearchCV` class.
+   :rtype: dict
+   
-- 
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