diff --git a/README.md b/README.md
index faed06e0249715aa82f8c2e7024d2e5e885c01e8..604bd0ae25e85dd8b0829dfb547cf5451e12cca1 100644
--- a/README.md
+++ b/README.md
@@ -54,6 +54,22 @@ In order to see all the arguments of this script, their description and default
cd multiview-machine-learning-omis/multiview_platform
python Exec.py -h
```
+The arguments can be passed through a file using `python Exec.py @<path_to_doc>`
+The file must be formatted with one newline instead of each space :
+Command line arguments `-debug --CL_type Monoview --CL_algos_monoview Adaboost SVM` will be formatted
+```
+-debug
+--CL_type
+Monoview
+--CL_algos_monoview
+Adaboost
+SVM
+```
+
+Moreover, for Monoview algorithms (Multiview is still WIP), it is possible to pass multiple arguments instead of just one.
+Thus, executing `python Exec.py --RF_trees 10 100 --RF_max_depth 3 4 --RF_criterion entropy` will result in the generation of several classifiers called
+`RandomForest_10_3_entropy`, with 10 trees and a max depth of 3, `RandomForest_10_4_entropy`, with 10 tress and a max depth of 4, `RandomForest_100_3_entropy`, `RandomForest_100_4_entropy` to test all the passed arguments combinations.
+
### Understanding `Results/` architecture
diff --git a/docs/source/analyzeresult.rst b/docs/source/analyzeresult.rst
index f2ca409bdb82368a860b824e1c9734b45992d0c7..2367d0d6d17114b02e7ae8770033eb9810088785 100644
--- a/docs/source/analyzeresult.rst
+++ b/docs/source/analyzeresult.rst
@@ -2,4 +2,4 @@ Result analysis module
======================
.. automodule:: multiview_platform.MonoMultiViewClassifiers.ResultAnalysis
-:members:
\ No newline at end of file
+ :members:
\ No newline at end of file
diff --git a/docs/source/api.rst b/docs/source/api.rst
index 6eec11bf9ce1a8700bdb0288296b12e4073c8231..d5bc51ec2f59e5cf9a482a0c29bfa8197f2b7703 100644
--- a/docs/source/api.rst
+++ b/docs/source/api.rst
@@ -2,9 +2,9 @@ Multiview Platform
==================
.. toctree::
-:maxdepth: 1
- :caption: Contents:
+ :maxdepth: 1
+ :caption: Contents:
- execution
- monomultidoc
- analyzeresult
\ No newline at end of file
+ execution
+ monomultidoc
+ analyzeresult
\ No newline at end of file
diff --git a/docs/source/conf.py b/docs/source/conf.py
index dd872ce146c9059cb09d42b5bf215037f3e87dac..f3f304a15f51d16a586ecdba53437253a24699a9 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -47,7 +47,7 @@ extensions = ['sphinx.ext.autodoc',
'sphinx.ext.viewcode',
'sphinx.ext.githubpages',
'sphinx.ext.napoleon',
- 'recommonmark']
+ 'm2r',]
# Add any paths that contain templates here, relative to this directory.
templates_path = ['_templates']
diff --git a/docs/source/execution.rst b/docs/source/execution.rst
index a1affdb1af4cabf34b685bff05a1392802b3de72..3d26fece2aa89ea3212a2051624d9068f8e8b8fb 100644
--- a/docs/source/execution.rst
+++ b/docs/source/execution.rst
@@ -2,5 +2,5 @@ Welcome to the exection documentation
=====================================
.. automodule:: multiview_platform.Exec
-:members:
+ :members:
diff --git a/docs/source/index.rst b/docs/source/index.rst
index c1f920fca59f85d69efe6472e73fb2aa2a29cc1a..44a9136d33f0f540c21a696e5582ea3668cf5c84 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,4 +1,4 @@
-.. MultiviewPlatform documentation master file, created by
+MultiviewPlatform documentation master file, created by
sphinx-quickstart on Mon Jan 29 17:13:09 2018.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
@@ -11,11 +11,11 @@ This package is used as an easy-to-use platform to estimate different mono- and
The main advantage of the platform is that it allows to add and remove a classifier without modifying its core code (the procedure is described thoroughly in this documentation).
.. toctree::
-:maxdepth: 3
- :caption: Contents:
+ :maxdepth: 3
+ :caption: Contents:
- readme
- api
+ readme_link
+ api
.. examples
diff --git a/docs/source/monomulti/exec_classif.rst b/docs/source/monomulti/exec_classif.rst
index 35a77fc48659a7ae4abfaea0155ff2d99bcd7b57..fb379570eb8367796a8ecc95cd12877dcfb03d0b 100644
--- a/docs/source/monomulti/exec_classif.rst
+++ b/docs/source/monomulti/exec_classif.rst
@@ -2,5 +2,5 @@ Classification execution module
===============================
.. automodule:: multiview_platform.MonoMultiViewClassifiers.ExecClassif
-:members:
- :inherited-members:
\ No newline at end of file
+ :members:
+ :inherited-members:
\ No newline at end of file
diff --git a/docs/source/monomulti/metrics.rst b/docs/source/monomulti/metrics.rst
index 46e970552d76dccbbd41ee80718817fe0c5578ca..c42b38c49b6529c78865f2ceacf212ae5b55f112 100644
--- a/docs/source/monomulti/metrics.rst
+++ b/docs/source/monomulti/metrics.rst
@@ -2,5 +2,5 @@ Metrics framework
=================
.. automodule:: multiview_platform.MonoMultiViewClassifiers.Metrics.framework
-:members:
- :inherited-members:
\ No newline at end of file
+ :members:
+ :inherited-members:
\ No newline at end of file
diff --git a/docs/source/monomultidoc.rst b/docs/source/monomultidoc.rst
index 157b5f7e3fe1ae599514af2a428de4db8543bc13..b25fd849aaefb289724abedd80a1a95ee03d3938 100644
--- a/docs/source/monomultidoc.rst
+++ b/docs/source/monomultidoc.rst
@@ -2,13 +2,13 @@ Mono and mutliview classification
=================================
.. toctree::
-:maxdepth: 1
- :caption: Contents:
+ :maxdepth: 1
+ :caption: Contents:
- monomulti/metrics
- monomulti/monoview_classifier
- monomulti/multiview_classifier
- monomulti/exec_classif
- monomulti/multiview_classifiers/diversity_fusion
- monomulti/utils/execution
- monomulti/utils/multiclass
+ monomulti/metrics
+ monomulti/monoview_classifier
+ monomulti/multiview_classifier
+ monomulti/exec_classif
+ monomulti/multiview_classifiers/diversity_fusion
+ monomulti/utils/execution
+ monomulti/utils/multiclass
diff --git a/docs/source/readme.rst b/docs/source/readme.rst
deleted file mode 100644
index 80d3e0a6622a17419f888d8d85059751a6ab984d..0000000000000000000000000000000000000000
--- a/docs/source/readme.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Read me
-=======
-
-.. toctree::
-:maxdepth: 1
-
- ../../README.md
\ No newline at end of file
diff --git a/docs/source/readme_link.rst b/docs/source/readme_link.rst
new file mode 100644
index 0000000000000000000000000000000000000000..c27a295c65fae03addd457470f676aff8a9c5b9d
--- /dev/null
+++ b/docs/source/readme_link.rst
@@ -0,0 +1,4 @@
+Readme
+======
+
+.. mdinclude:: ../../README.md
\ No newline at end of file