From 817b17a439cd6f25a297a1e0089111a11a9a17bc Mon Sep 17 00:00:00 2001
From: Fabian Pedregosa <fabian.pedregosa@inria.fr>
Date: Fri, 26 Nov 2010 16:55:29 +0100
Subject: [PATCH] Cosmetic changes in documentation.
---
doc/modules/gaussian_process.rst | 43 ++++++++++++++++----------------
doc/modules/sgd.rst | 8 +++---
doc/modules/svm.rst | 4 +--
3 files changed, 28 insertions(+), 27 deletions(-)
diff --git a/doc/modules/gaussian_process.rst b/doc/modules/gaussian_process.rst
index c11a7e576d..b48ed3bd0c 100644
--- a/doc/modules/gaussian_process.rst
+++ b/doc/modules/gaussian_process.rst
@@ -82,7 +82,7 @@ parameters or alternatively it uses the given parameters.
* :ref:`example_gaussian_process_plot_gp_diabetes_dataset.py`
-Mathematica formulation
+Mathematical formulation
========================
@@ -259,25 +259,26 @@ Processes for Machine Learning, please refer to the references below:
.. topic:: References:
- * *"DACE, A Matlab Kriging Toolbox"*
- S Lophaven, HB Nielsen, J Sondergaard
- 2002,
- <http://www2.imm.dtu.dk/~hbn/dace/>
+ * `DACE, A Matlab Kriging Toolbox
+ <http://www2.imm.dtu.dk/~hbn/dace/>`_ S Lophaven, HB Nielsen, J
+ Sondergaard 2002
+
- * *"Screening, predicting, and computer experiments"*
- WJ Welch, RJ Buck, J Sacks, HP Wynn, TJ Mitchell, and MD Morris
- Technometrics 34(1) 15--25, 1992,
- <http://www.jstor.org/pss/1269548>
+ * `Screening, predicting, and computer experiments
+ <http://www.jstor.org/pss/1269548>`_ WJ Welch, RJ Buck, J Sacks,
+ HP Wynn, TJ Mitchell, and MD Morris Technometrics 34(1) 15--25,
+ 1992
+
- * *"Gaussian Processes for Machine Learning"*
- CE Rasmussen, CKI Williams
- MIT Press, 2006 (Ed. T Diettrich)
- <http://www.gaussianprocess.org/gpml/chapters/RW.pdf>
+ * `Gaussian Processes for Machine Learning
+ <http://www.gaussianprocess.org/gpml/chapters/RW.pdf>`_ CE
+ Rasmussen, CKI Williams MIT Press, 2006 (Ed. T Diettrich)
+
+
+ * `The design and analysis of computer experiments
+ <http://www.stat.osu.edu/~comp_exp/book.html>`_ TJ Santner, BJ
+ Williams, W Notz Springer, 2003
- * *"The design and analysis of computer experiments"*
- TJ Santner, BJ Williams, W Notz
- Springer, 2003
- <http://www.stat.osu.edu/~comp_exp/book.html>
.. correlation_models::
@@ -323,7 +324,7 @@ toolbox.
.. topic:: References:
- * *"DACE, A Matlab Kriging Toolbox"*
- S Lophaven, HB Nielsen, J Sondergaard
- 2002,
- <http://www2.imm.dtu.dk/~hbn/dace/>
+ * `DACE, A Matlab Kriging Toolbox
+ <http://www2.imm.dtu.dk/~hbn/dace/>`_ S Lophaven, HB Nielsen, J
+ Sondergaard 2002,
+
diff --git a/doc/modules/sgd.rst b/doc/modules/sgd.rst
index aeabd8e187..db96778e97 100644
--- a/doc/modules/sgd.rst
+++ b/doc/modules/sgd.rst
@@ -40,7 +40,7 @@ classification.
.. figure:: ../auto_examples/sgd/images/plot_separating_hyperplane.png
:target: ../auto_examples/sgd/plot_separating_hyperplane.html
:align: center
- :scale: 50
+ :scale: 75
As other classifiers, SGD has to be fitted with two arrays:
an array X of size [n_samples, n_features] holding the training
@@ -145,7 +145,7 @@ models.
.. figure:: ../auto_examples/sgd/images/plot_ols_sgd.png
:target: ../auto_examples/sgd/plot_ols_sgd.html
:align: center
- :scale: 50
+ :scale: 75
The concrete loss function can be set via the `loss` parameter. :class:`RegressionSGD` supports the
following loss functions:
@@ -250,7 +250,7 @@ misclassification error (Zero-one loss) as shown in the Figure below.
.. figure:: ../auto_examples/sgd/images/plot_loss_functions.png
:align: center
- :scale: 50
+ :scale: 75
Popular choices for the regularization term :math:`R` include:
@@ -263,7 +263,7 @@ in the parameter space when :math:`R(w) = 1`.
.. figure:: ../auto_examples/sgd/images/plot_penalties.png
:align: center
- :scale: 50
+ :scale: 75
SGD
---
diff --git a/doc/modules/svm.rst b/doc/modules/svm.rst
index c4db2bcda2..3b9a00d8e8 100644
--- a/doc/modules/svm.rst
+++ b/doc/modules/svm.rst
@@ -146,7 +146,7 @@ will only take as input an array X, as there are no class labels.
.. figure:: ../auto_examples/svm/images/plot_oneclass.png
:target: ../auto_examples/svm/plot_oneclass.html
:align: center
- :scale: 50
+ :scale: 75
.. topic:: Examples:
@@ -307,7 +307,7 @@ generalization error of the classifier.
.. figure:: ../auto_examples/svm/images/plot_separating_hyperplane.png
:align: center
- :scale: 50
+ :scale: 75
SVC
---
--
GitLab