From 7d3bb6f177ec7d4179692ed246a3d8183a8fcebd Mon Sep 17 00:00:00 2001
From: Dominique Benielli <dominique.benielli@lis-lab.fr>
Date: Tue, 3 Mar 2020 14:53:09 +0100
Subject: [PATCH] compute alpha mumbo

---
 .../auto_examples/auto_examples_jupyter.zip   | Bin 46314 -> 50464 bytes
 .../auto_examples/auto_examples_python.zip    | Bin 35527 -> 39652 bytes
 doc/tutorial/auto_examples/index.rst          |   6 +-
 .../sphx_glr_plot_usecase_exampleMKL_001.png  | Bin 75138 -> 82277 bytes
 .../sphx_glr_plot_usecase_exampleMVML_001.png | Bin 76910 -> 82243 bytes
 ...phx_glr_plot_usecase_exampleMuCuBo_001.png | Bin 77834 -> 81200 bytes
 ...sphx_glr_plot_usecase_exampleMumBo_001.png | Bin 73278 -> 77708 bytes
 ...sphx_glr_plot_usecase_exampleMKL_thumb.png | Bin 23953 -> 25053 bytes
 ...phx_glr_plot_usecase_exampleMVML_thumb.png | Bin 24127 -> 25121 bytes
 ...x_glr_plot_usecase_exampleMuCuBo_thumb.png | Bin 24244 -> 25142 bytes
 ...hx_glr_plot_usecase_exampleMumBo_thumb.png | Bin 23340 -> 24145 bytes
 .../usecase/plot_usecase_exampleMKL.ipynb     |   4 +-
 .../usecase/plot_usecase_exampleMKL.py        |  40 ++++++--
 .../usecase/plot_usecase_exampleMKL.py.md5    |   2 +-
 .../usecase/plot_usecase_exampleMKL.rst       |  46 ++++++---
 .../plot_usecase_exampleMKL_codeobj.pickle    | Bin 2158 -> 2515 bytes
 .../usecase/plot_usecase_exampleMVML.ipynb    |   4 +-
 .../usecase/plot_usecase_exampleMVML.py       |  40 ++++++--
 .../usecase/plot_usecase_exampleMVML.py.md5   |   2 +-
 .../usecase/plot_usecase_exampleMVML.rst      |  91 +++++++++++++++---
 .../plot_usecase_exampleMVML_codeobj.pickle   | Bin 1982 -> 2339 bytes
 .../usecase/plot_usecase_exampleMuCuBo.ipynb  |   4 +-
 .../usecase/plot_usecase_exampleMuCuBo.py     |  40 ++++++--
 .../usecase/plot_usecase_exampleMuCuBo.py.md5 |   2 +-
 .../usecase/plot_usecase_exampleMuCuBo.rst    |  46 ++++++---
 .../plot_usecase_exampleMuCuBo_codeobj.pickle | Bin 2108 -> 2465 bytes
 .../usecase/plot_usecase_exampleMumBo.ipynb   |   4 +-
 .../usecase/plot_usecase_exampleMumBo.py      |  32 +++++-
 .../usecase/plot_usecase_exampleMumBo.py.md5  |   2 +-
 .../usecase/plot_usecase_exampleMumBo.rst     |  40 ++++++--
 .../plot_usecase_exampleMumBo_codeobj.pickle  | Bin 2100 -> 2457 bytes
 .../usecase/sg_execution_times.rst            |  10 +-
 .../usecase/usecase_function_codeobj.pickle   | Bin 483 -> 483 bytes
 multimodal/boosting/mumbo.py                  |   7 +-
 34 files changed, 325 insertions(+), 97 deletions(-)

diff --git a/doc/tutorial/auto_examples/auto_examples_jupyter.zip b/doc/tutorial/auto_examples/auto_examples_jupyter.zip
index 406a6bbfecc33827931c4bf3d2a95aea32d71c28..a30ce0bbec3aa32afbeda1d6943444a8219a4ad9 100644
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diff --git a/doc/tutorial/auto_examples/auto_examples_python.zip b/doc/tutorial/auto_examples/auto_examples_python.zip
index f97869f58a3c70107f1a8109c4f872df94909a07..455de39223fbe7205085e61edfda8b45f4bf4635 100644
GIT binary patch
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diff --git a/doc/tutorial/auto_examples/index.rst b/doc/tutorial/auto_examples/index.rst
index 9faaee6..b2d29ff 100644
--- a/doc/tutorial/auto_examples/index.rst
+++ b/doc/tutorial/auto_examples/index.rst
@@ -172,8 +172,8 @@ The following toy examples illustrate how the MVML algorithm
 .. _sphx_glr_tutorial_auto_examples_usecase:
 
 
-Use Case Examples
------------------
+Use Case Examples on Digit
+--------------------------
 
 The following toy examples illustrate how the multimodal as usecase on digit  dataset of sklearn
 
@@ -262,7 +262,7 @@ The following toy examples illustrate how the multimodal as usecase on digit  da
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Use Case MKL">
+    <div class="sphx-glr-thumbcontainer" tooltip="Use Case MKL on digit">
 
 .. only:: html
 
diff --git a/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMKL_001.png b/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMKL_001.png
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diff --git a/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMVML_001.png b/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMVML_001.png
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diff --git a/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMuCuBo_001.png b/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMuCuBo_001.png
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diff --git a/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMumBo_001.png b/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMumBo_001.png
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diff --git a/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMKL_thumb.png b/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMKL_thumb.png
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diff --git a/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMVML_thumb.png b/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMVML_thumb.png
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diff --git a/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMumBo_thumb.png b/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMumBo_thumb.png
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diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb
index 474b785..e3fb150 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb
@@ -15,7 +15,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# Use Case MKL\n\nUse case for all classifier of multimodallearn MKL\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
+        "\n# Use Case MKL on digit\n\nUse case for all classifier of multimodallearn MKL\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
       ]
     },
     {
@@ -26,7 +26,7 @@
       },
       "outputs": [],
       "source": [
-        "from __future__ import absolute_import\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.multiclass import OneVsOneClassifier\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\nfrom multimodal.kernels.mvml import MVML\nfrom multimodal.kernels.lpMKL import MKL\n\nfrom usecase_function import plot_subplot\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    base_estimator = DecisionTreeClassifier(max_depth=4)\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n\n    est4 = OneVsOneClassifier(MKL(lmbda=0.1, nystrom_param=0.2)).fit(X_train, y_train)\n    y_pred4 = est4.predict(X_test)\n    y_pred44 = est4.predict(X_train)\n    print(\"result of MKL on digit with oneversone\")\n    result4 = np.mean(y_pred4.ravel() == y_test.ravel()) * 100\n    print(result4)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"MKL : result\" + str(result4), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred44  ,0, (4, 1, 1), \"train vue 0\" )\n    plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), \"test vue 0\" )\n    plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), \"test vue 1\" )\n    plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), \"test vue 2\" )\n    # plt.legend()\n    plt.show()"
+        "import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.multiclass import OneVsOneClassifier\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\nfrom multimodal.kernels.mvml import MVML\nfrom multimodal.kernels.lpMKL import MKL\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib._color_data as mcd\n\n\ndef plot_subplot(X, Y, Y_pred, vue, subplot, title):\n    cn = mcd.CSS4_COLORS\n    classes = np.unique(Y)\n    n_classes = len(np.unique(Y))\n    axs = plt.subplot(subplot[0],subplot[1],subplot[2])\n    axs.set_title(title)\n    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',\n    #            edgecolors=(0, 0, 0))\n    for index, k in zip(range(n_classes), cn.keys()):\n         Y_class, = np.where(Y==classes[index])\n         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])\n         plt.scatter(X._extract_view(vue)[Y_class],\n                     X._extract_view(vue)[Y_class],\n                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label=\"class real class: \"+str(index)) #\n         plt.scatter(X._extract_view(vue)[Y_class_pred],\n                     X._extract_view(vue)[Y_class_pred],\n                     s=160, edgecolors='orange', linewidths=2, label=\"class prediction: \"+str(index))\n\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    base_estimator = DecisionTreeClassifier(max_depth=4)\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n\n    est4 = OneVsOneClassifier(MKL(lmbda=0.1, nystrom_param=0.2)).fit(X_train, y_train)\n    y_pred4 = est4.predict(X_test)\n    y_pred44 = est4.predict(X_train)\n    print(\"result of MKL on digit with oneversone\")\n    result4 = np.mean(y_pred4.ravel() == y_test.ravel()) * 100\n    print(result4)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"MKL : result\" + str(result4), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred44  ,0, (4, 1, 1), \"train vue 0 color\" )\n    plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), \"test vue 0 color\" )\n    plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), \"test vue 1 gradiant 0\" )\n    plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), \"test vue 2 gradiant 1\" )\n    # plt.legend()\n    plt.show()"
       ]
     }
   ],
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py
index 77ecb76..27d6fbf 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py
@@ -1,8 +1,8 @@
 # -*- coding: utf-8 -*-
 """
-============
-Use Case MKL
-============
+=====================
+Use Case MKL on digit
+=====================
 Use case for all classifier of multimodallearn MKL
 multi class digit from sklearn, multivue
  - vue 0 digit data (color of sklearn)
@@ -10,7 +10,7 @@ multi class digit from sklearn, multivue
  - vue 2 gradiant of image in second direction
 
 """
-from __future__ import absolute_import
+
 import numpy as np
 import matplotlib.pyplot as plt
 from sklearn.multiclass import OneVsOneClassifier
@@ -22,7 +22,29 @@ from multimodal.datasets.data_sample import MultiModalArray
 from multimodal.kernels.mvml import MVML
 from multimodal.kernels.lpMKL import MKL
 
-from usecase_function import plot_subplot
+import numpy as np
+import matplotlib.pyplot as plt
+import matplotlib._color_data as mcd
+
+
+def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+    cn = mcd.CSS4_COLORS
+    classes = np.unique(Y)
+    n_classes = len(np.unique(Y))
+    axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+    axs.set_title(title)
+    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+    #            edgecolors=(0, 0, 0))
+    for index, k in zip(range(n_classes), cn.keys()):
+         Y_class, = np.where(Y==classes[index])
+         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+         plt.scatter(X._extract_view(vue)[Y_class],
+                     X._extract_view(vue)[Y_class],
+                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+         plt.scatter(X._extract_view(vue)[Y_class_pred],
+                     X._extract_view(vue)[Y_class_pred],
+                     s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
 if __name__ == '__main__':
     # file = get_dataset_path("digit_histogram.npy")
@@ -42,10 +64,10 @@ if __name__ == '__main__':
 
     fig = plt.figure(figsize=(12., 11.))
     fig.suptitle("MKL : result" + str(result4), fontsize=16)
-    plot_subplot(X_train, y_train, y_pred44  ,0, (4, 1, 1), "train vue 0" )
-    plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), "test vue 0" )
-    plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), "test vue 1" )
-    plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), "test vue 2" )
+    plot_subplot(X_train, y_train, y_pred44  ,0, (4, 1, 1), "train vue 0 color" )
+    plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), "test vue 0 color" )
+    plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), "test vue 1 gradiant 0" )
+    plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), "test vue 2 gradiant 1" )
     # plt.legend()
     plt.show()
 
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5 b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5
index ebe72a2..eac7aee 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5
@@ -1 +1 @@
-4f807359096f5f5b3a7ee6b3ea540b91
\ No newline at end of file
+f7b5c3f0fd24e4628f03aa7019eea376
\ No newline at end of file
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst
index f21e3d7..8bde3b6 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst
@@ -7,9 +7,9 @@
 .. _sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py:
 
 
-============
-Use Case MKL
-============
+=====================
+Use Case MKL on digit
+=====================
 Use case for all classifier of multimodallearn MKL
 multi class digit from sklearn, multivue
  - vue 0 digit data (color of sklearn)
@@ -30,8 +30,8 @@ multi class digit from sklearn, multivue
  .. code-block:: none
 
     result of MKL on digit with oneversone
-    98.44444444444444
-    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMKL.py:50: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+    96.88888888888889
+    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMKL.py:72: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
       plt.show()
 
 
@@ -44,7 +44,7 @@ multi class digit from sklearn, multivue
 
 .. code-block:: default
 
-    from __future__ import absolute_import
+
     import numpy as np
     import matplotlib.pyplot as plt
     from sklearn.multiclass import OneVsOneClassifier
@@ -56,7 +56,29 @@ multi class digit from sklearn, multivue
     from multimodal.kernels.mvml import MVML
     from multimodal.kernels.lpMKL import MKL
 
-    from usecase_function import plot_subplot
+    import numpy as np
+    import matplotlib.pyplot as plt
+    import matplotlib._color_data as mcd
+
+
+    def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+        cn = mcd.CSS4_COLORS
+        classes = np.unique(Y)
+        n_classes = len(np.unique(Y))
+        axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+        axs.set_title(title)
+        #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+        #            edgecolors=(0, 0, 0))
+        for index, k in zip(range(n_classes), cn.keys()):
+             Y_class, = np.where(Y==classes[index])
+             Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+             plt.scatter(X._extract_view(vue)[Y_class],
+                         X._extract_view(vue)[Y_class],
+                         s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+             plt.scatter(X._extract_view(vue)[Y_class_pred],
+                         X._extract_view(vue)[Y_class_pred],
+                         s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
     if __name__ == '__main__':
         # file = get_dataset_path("digit_histogram.npy")
@@ -76,10 +98,10 @@ multi class digit from sklearn, multivue
 
         fig = plt.figure(figsize=(12., 11.))
         fig.suptitle("MKL : result" + str(result4), fontsize=16)
-        plot_subplot(X_train, y_train, y_pred44  ,0, (4, 1, 1), "train vue 0" )
-        plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), "test vue 0" )
-        plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), "test vue 1" )
-        plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), "test vue 2" )
+        plot_subplot(X_train, y_train, y_pred44  ,0, (4, 1, 1), "train vue 0 color" )
+        plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), "test vue 0 color" )
+        plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), "test vue 1 gradiant 0" )
+        plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), "test vue 2 gradiant 1" )
         # plt.legend()
         plt.show()
 
@@ -87,7 +109,7 @@ multi class digit from sklearn, multivue
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  12.697 seconds)
+   **Total running time of the script:** ( 0 minutes  20.457 seconds)
 
 
 .. _sphx_glr_download_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py:
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL_codeobj.pickle b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL_codeobj.pickle
index 7d88fc9a5cfd32c1e3c34ae26b6fe0d4c51a39e0..a96580e139407f646205c7b6906300470ac0e7b7 100644
GIT binary patch
delta 554
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za|<e`^zc9g;)^r#i%O<sa8BOD6gv4Wv!a}EX%BZnPKjP|X;MK>ehJ9147MJ2D0gxJ
zqdq%ZM0`nVami$U=CH|e>?(|klUbP)1o(YRb4oIO^HUOY9E*w)E5Xw98B->wGAD3y
zRK^z+rKXseOs;2>Wwe}}$)e6^JDH!=n9*_a19q``w)~{5)Z~&W85}(vNu`-NC7F4}
zQ!=<RTuXcSbCXl_oP&c+;+_3{{DXp_F5*TO%HZe`%S|i+IXEXXNiRM*KPSH^J|(dv
zaY_akPN~u!=CsUoka?52nJg#gF}X=Yyq=s`Qj%H(k^p-h!UcKVkT0)5FEg(swWv5X
zxx_F9s)QR^D1)Pi6%xo9Tp6*GIoU%ePi9eKOq=|XHF9zwtH|V)tX>nZHZe0rL`>#q
z4xjAJrq5V6c`lpVWEUoN#`ek1tU;6IIh3>}l=g7u73h`bWfqo#<1~Y<hYiX@v17_)
newLVtYgHNNPCm@6&bV;$LpF8BrIV}K6d6}e4rTOYD%Ar3f-u5H

delta 280
zcmcaC{7!(ifn{nk$3#}m$%0HGN<A!jiMgp$diZ@yb4oIO^HUOY9E*w)E2s3Z<>sf9
z=A=%U9Kfi=-@^mp#TRGf7nMwz9M2>%`2&Y4Bmd+owwB3VobHp$m{KQuvp7yZ$F9z(
zKDmp<V`5(L<jst6lW#L6OqSqOWwf8TUzy3dbn+cm$;s<DoF=C*t1|jbUcjot7Es#5
z6cI65ktu9)53?ahWN8meYH^9lWJ5OZ$#QIQlaI58PY!1{V9c4E#;M3yFu8->ZL$NW
zDr4njU)IpcJ&Y=hO_OyQ<0l_r7E$LZ$jL8>FD^|2(Ni)wdIU;~Q<D>mQ{&T0^O8$4
b^Yf-;aAkB)cH>ZC?4NAOtidw5v{VlODl1+9

diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.ipynb b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.ipynb
index c8fcc01..d6a3734 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.ipynb
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.ipynb
@@ -15,7 +15,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# Use Case of MVML\n\nUse case for all classifier of multimodallearn MVML\n\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
+        "\n# Use Case of MVML on digit\n\nUse case for all classifier of multimodallearn MVML\n\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
       ]
     },
     {
@@ -26,7 +26,7 @@
       },
       "outputs": [],
       "source": [
-        "from __future__ import absolute_import\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.multiclass import OneVsOneClassifier\nfrom sklearn.model_selection import train_test_split\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\nfrom multimodal.kernels.mvml import MVML\nfrom usecase_function import plot_subplot\n\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n    est1 = OneVsOneClassifier(MVML(lmbda=0.1, eta=1, nystrom_param=0.2)).fit(X_train, y_train)\n    y_pred1 = est1.predict(X_test)\n    y_pred11 = est1.predict(X_train)\n    print(\"result of MVML on digit with oneversone\")\n    result1 = np.mean(y_pred1.ravel() == y_test.ravel()) * 100\n    print(result1)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"MVML: result\" + str(result1), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred11\n                 , 0, (4, 1, 1), \"train vue 0\" )\n    plot_subplot(X_test, y_test,y_pred1, 0, (4, 1, 2), \"test vue 0\" )\n    plot_subplot(X_test, y_test, y_pred1, 1, (4, 1, 3), \"test vue 1\" )\n    plot_subplot(X_test, y_test,y_pred1, 2, (4, 1, 4), \"test vue 2\" )\n    #plt.legend()\n    plt.show()"
+        "import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.multiclass import OneVsOneClassifier\nfrom sklearn.model_selection import train_test_split\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\nfrom multimodal.kernels.mvml import MVML\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib._color_data as mcd\n\n\ndef plot_subplot(X, Y, Y_pred, vue, subplot, title):\n    cn = mcd.CSS4_COLORS\n    classes = np.unique(Y)\n    n_classes = len(np.unique(Y))\n    axs = plt.subplot(subplot[0],subplot[1],subplot[2])\n    axs.set_title(title)\n    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',\n    #            edgecolors=(0, 0, 0))\n    for index, k in zip(range(n_classes), cn.keys()):\n         Y_class, = np.where(Y==classes[index])\n         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])\n         plt.scatter(X._extract_view(vue)[Y_class],\n                     X._extract_view(vue)[Y_class],\n                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label=\"class real class: \"+str(index)) #\n         plt.scatter(X._extract_view(vue)[Y_class_pred],\n                     X._extract_view(vue)[Y_class_pred],\n                     s=160, edgecolors='orange', linewidths=2, label=\"class prediction: \"+str(index))\n\n\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n    est1 = OneVsOneClassifier(MVML(lmbda=0.1, eta=1, nystrom_param=0.2)).fit(X_train, y_train)\n    y_pred1 = est1.predict(X_test)\n    y_pred11 = est1.predict(X_train)\n    print(\"result of MVML on digit with oneversone\")\n    result1 = np.mean(y_pred1.ravel() == y_test.ravel()) * 100\n    print(result1)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"MVML: result\" + str(result1), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred11\n                 , 0, (4, 1, 1), \"train vue 0 color\" )\n    plot_subplot(X_test, y_test,y_pred1, 0, (4, 1, 2), \"test vue 0 color\" )\n    plot_subplot(X_test, y_test, y_pred1, 1, (4, 1, 3), \"test vue 1 gradiant 0\" )\n    plot_subplot(X_test, y_test,y_pred1, 2, (4, 1, 4), \"test vue 2 gradiant 1\" )\n    #plt.legend()\n    plt.show()"
       ]
     }
   ],
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py
index 8f86a8b..98fc338 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py
@@ -1,8 +1,8 @@
 # -*- coding: utf-8 -*-
 """
-================
-Use Case of MVML
-================
+=========================
+Use Case of MVML on digit
+========================
 Use case for all classifier of multimodallearn MVML
 
 multi class digit from sklearn, multivue
@@ -11,7 +11,7 @@ multi class digit from sklearn, multivue
  - vue 2 gradiant of image in second direction
 
 """
-from __future__ import absolute_import
+
 import numpy as np
 import matplotlib.pyplot as plt
 from sklearn.multiclass import OneVsOneClassifier
@@ -20,7 +20,29 @@ from multimodal.datasets.base import load_dict, save_dict
 from multimodal.tests.data.get_dataset_path import get_dataset_path
 from multimodal.datasets.data_sample import MultiModalArray
 from multimodal.kernels.mvml import MVML
-from usecase_function import plot_subplot
+import numpy as np
+import matplotlib.pyplot as plt
+import matplotlib._color_data as mcd
+
+
+def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+    cn = mcd.CSS4_COLORS
+    classes = np.unique(Y)
+    n_classes = len(np.unique(Y))
+    axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+    axs.set_title(title)
+    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+    #            edgecolors=(0, 0, 0))
+    for index, k in zip(range(n_classes), cn.keys()):
+         Y_class, = np.where(Y==classes[index])
+         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+         plt.scatter(X._extract_view(vue)[Y_class],
+                     X._extract_view(vue)[Y_class],
+                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+         plt.scatter(X._extract_view(vue)[Y_class_pred],
+                     X._extract_view(vue)[Y_class_pred],
+                     s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
 
 if __name__ == '__main__':
@@ -40,10 +62,10 @@ if __name__ == '__main__':
     fig = plt.figure(figsize=(12., 11.))
     fig.suptitle("MVML: result" + str(result1), fontsize=16)
     plot_subplot(X_train, y_train, y_pred11
-                 , 0, (4, 1, 1), "train vue 0" )
-    plot_subplot(X_test, y_test,y_pred1, 0, (4, 1, 2), "test vue 0" )
-    plot_subplot(X_test, y_test, y_pred1, 1, (4, 1, 3), "test vue 1" )
-    plot_subplot(X_test, y_test,y_pred1, 2, (4, 1, 4), "test vue 2" )
+                 , 0, (4, 1, 1), "train vue 0 color" )
+    plot_subplot(X_test, y_test,y_pred1, 0, (4, 1, 2), "test vue 0 color" )
+    plot_subplot(X_test, y_test, y_pred1, 1, (4, 1, 3), "test vue 1 gradiant 0" )
+    plot_subplot(X_test, y_test,y_pred1, 2, (4, 1, 4), "test vue 2 gradiant 1" )
     #plt.legend()
     plt.show()
 
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py.md5 b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py.md5
index e39917a..ec04535 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py.md5
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.py.md5
@@ -1 +1 @@
-b4b4bb03418027ba62ce77c251085cf5
\ No newline at end of file
+c401fe6af938dc5fef9c977303a2fdcf
\ No newline at end of file
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.rst b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.rst
index a843b90..0071395 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.rst
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML.rst
@@ -7,9 +7,9 @@
 .. _sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMVML.py:
 
 
-================
-Use Case of MVML
-================
+=========================
+Use Case of MVML on digit
+========================
 Use case for all classifier of multimodallearn MVML
 
 multi class digit from sklearn, multivue
@@ -30,9 +30,54 @@ multi class digit from sklearn, multivue
 
  .. code-block:: none
 
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 2}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 5, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 3, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 3, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 1}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 2}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 2}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 1}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 2}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 3, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 3, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 3, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 3, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 3, 'precond_A_1': 2}
+    WARNING:root:warning appears during fit process{'precond_A': 5, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 5, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 4}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 6}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 1}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
+    WARNING:root:warning appears during fit process{'precond_A': 4, 'precond_A_1': 5}
     result of MVML on digit with oneversone
-    98.88888888888889
-    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMVML.py:48: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+    96.88888888888889
+    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMVML.py:70: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
       plt.show()
 
 
@@ -45,7 +90,7 @@ multi class digit from sklearn, multivue
 
 .. code-block:: default
 
-    from __future__ import absolute_import
+
     import numpy as np
     import matplotlib.pyplot as plt
     from sklearn.multiclass import OneVsOneClassifier
@@ -54,7 +99,29 @@ multi class digit from sklearn, multivue
     from multimodal.tests.data.get_dataset_path import get_dataset_path
     from multimodal.datasets.data_sample import MultiModalArray
     from multimodal.kernels.mvml import MVML
-    from usecase_function import plot_subplot
+    import numpy as np
+    import matplotlib.pyplot as plt
+    import matplotlib._color_data as mcd
+
+
+    def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+        cn = mcd.CSS4_COLORS
+        classes = np.unique(Y)
+        n_classes = len(np.unique(Y))
+        axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+        axs.set_title(title)
+        #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+        #            edgecolors=(0, 0, 0))
+        for index, k in zip(range(n_classes), cn.keys()):
+             Y_class, = np.where(Y==classes[index])
+             Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+             plt.scatter(X._extract_view(vue)[Y_class],
+                         X._extract_view(vue)[Y_class],
+                         s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+             plt.scatter(X._extract_view(vue)[Y_class_pred],
+                         X._extract_view(vue)[Y_class_pred],
+                         s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
 
     if __name__ == '__main__':
@@ -74,10 +141,10 @@ multi class digit from sklearn, multivue
         fig = plt.figure(figsize=(12., 11.))
         fig.suptitle("MVML: result" + str(result1), fontsize=16)
         plot_subplot(X_train, y_train, y_pred11
-                     , 0, (4, 1, 1), "train vue 0" )
-        plot_subplot(X_test, y_test,y_pred1, 0, (4, 1, 2), "test vue 0" )
-        plot_subplot(X_test, y_test, y_pred1, 1, (4, 1, 3), "test vue 1" )
-        plot_subplot(X_test, y_test,y_pred1, 2, (4, 1, 4), "test vue 2" )
+                     , 0, (4, 1, 1), "train vue 0 color" )
+        plot_subplot(X_test, y_test,y_pred1, 0, (4, 1, 2), "test vue 0 color" )
+        plot_subplot(X_test, y_test, y_pred1, 1, (4, 1, 3), "test vue 1 gradiant 0" )
+        plot_subplot(X_test, y_test,y_pred1, 2, (4, 1, 4), "test vue 2 gradiant 1" )
         #plt.legend()
         plt.show()
 
@@ -85,7 +152,7 @@ multi class digit from sklearn, multivue
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  39.921 seconds)
+   **Total running time of the script:** ( 1 minutes  14.485 seconds)
 
 
 .. _sphx_glr_download_tutorial_auto_examples_usecase_plot_usecase_exampleMVML.py:
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML_codeobj.pickle b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMVML_codeobj.pickle
index 4dd76ec965cb59222faf72499944a67476d843c4..5a1229e5a310fecdf045fbb051596b5208a1faad 100644
GIT binary patch
delta 567
zcmdnTzgUR1fn}-$=R{UbJC3{pz4DCIqSPt1Q#5*5@)C1Xr}VHwM0(hA^HWN5KmvKC
zxdoL|dUzlL@x>YWMI}=*I49>Z8#D4v-pdrq%956ulREh#vy7s6X%BZnPKjP|X;MK>
zehJ9n47MJ27&n7saw4P1<akDj$^Y15+1V=NOHzwVCO0t3GOA7%U``O=_btsS$@I-n
zNz8F9DoU)JEX5o)c>!a}<P*%Qj24sMF{?A$OcrDDoXo-$pvwcYA|7UT?G%j+wjQ?p
zq^#8Bk|`M+Jse4;nK>nydBsyQxH7yZmojQF`b}11ON!*rO-|8s4h}YnclP)34+@65
zk{eklgQG_*H?ag{Lr!LrUVL(XPJU5*N@7XklngFhQj-IjT;w4BPfjc;NiBk!%w7!T
zBKiL=i>gUlX%AmsfnH`_NorAXYI2ET3RD9(vQP#`4=W@NGPp9bCO5H#PL5|$Vk$13
z%+Dk`S(4Rj;@T!=rih5ips-42HDGL;yp7du@>C{u#{S9E*j2P9m-cYx73h`bWfqo#
i;~ErBP#%im(<lF8RcD=D+QV20j+6P5bs0UGO7#Htk;VN0

delta 310
zcmZ21w2z;)fo1Au_KB>TX8gXTIVG9C`6-DxjzvX@l~Zb`X!Nk;CFZ71>A{feVav@=
zDa}cpGC7|~Nw9|p!iz7?$S*3H(jz>%kV$y*VYb%Ew>aD<tFWjuN={zMls0)8bHHRS
zR>#Q_9O{fZ6BmR|e$E&-G0%|EYT{>QM!U(p%<7CzlTDe`8QmtwGJ8&TW>aGGFYRH9
zh?xAIF^rwPGQOZFHD$6ciyTu#>Ew;fqLXXbye2PXH(*UH?P08(tj8kDm^%3qyW8Xm
z9IA|YlYLl{CVyZJo_v5&g|TLGB4fNYPeD$8Nqli>5{L$QFoUfJRV;&}N1(JgH94_3
cH9oC0FS#T$KW|C~S4Qh(2M!gM&eBpn08pW8W&i*H

diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.ipynb b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.ipynb
index fdd32eb..3dcb32d 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.ipynb
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.ipynb
@@ -15,7 +15,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# Use Case MuCumBo\n\nUse case for all classifier of multimodallearn  MuCumBo\n\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
+        "\n# Use Case MuCumBo on digit\n\nUse case for all classifier of multimodallearn  MuCumBo\n\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
       ]
     },
     {
@@ -26,7 +26,7 @@
       },
       "outputs": [],
       "source": [
-        "from __future__ import absolute_import\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\n\nfrom multimodal.boosting.cumbo import MuCumboClassifier\nfrom usecase_function import plot_subplot\n\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    base_estimator = DecisionTreeClassifier(max_depth=4)\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n    est3 = MuCumboClassifier(base_estimator=base_estimator).fit(X_train, y_train)\n    y_pred3 = est3.predict(X_test)\n    y_pred33 = est3.predict(X_train)\n    print(\"result of MuCumboClassifier on digit \")\n    result3 = np.mean(y_pred3.ravel() == y_test.ravel()) * 100\n    print(result3)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"MuCumbo: result\" + str(result3), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred33  ,0, (4, 1, 1), \"train vue 0\" )\n    plot_subplot(X_test, y_test,y_pred3 , 0, (4, 1, 2), \"test vue 0\" )\n    plot_subplot(X_test, y_test, y_pred3,1, (4, 1, 3), \"test vue 1\" )\n    plot_subplot(X_test, y_test,y_pred3, 2, (4, 1, 4), \"test vue 2\" )\n    # plt.legend()\n    plt.show()"
+        "import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\n\nfrom multimodal.boosting.cumbo import MuCumboClassifier\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib._color_data as mcd\n\n\ndef plot_subplot(X, Y, Y_pred, vue, subplot, title):\n    cn = mcd.CSS4_COLORS\n    classes = np.unique(Y)\n    n_classes = len(np.unique(Y))\n    axs = plt.subplot(subplot[0],subplot[1],subplot[2])\n    axs.set_title(title)\n    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',\n    #            edgecolors=(0, 0, 0))\n    for index, k in zip(range(n_classes), cn.keys()):\n         Y_class, = np.where(Y==classes[index])\n         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])\n         plt.scatter(X._extract_view(vue)[Y_class],\n                     X._extract_view(vue)[Y_class],\n                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label=\"class real class: \"+str(index)) #\n         plt.scatter(X._extract_view(vue)[Y_class_pred],\n                     X._extract_view(vue)[Y_class_pred],\n                     s=160, edgecolors='orange', linewidths=2, label=\"class prediction: \"+str(index))\n\n\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    base_estimator = DecisionTreeClassifier(max_depth=4)\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n    est3 = MuCumboClassifier(base_estimator=base_estimator).fit(X_train, y_train)\n    y_pred3 = est3.predict(X_test)\n    y_pred33 = est3.predict(X_train)\n    print(\"result of MuCumboClassifier on digit \")\n    result3 = np.mean(y_pred3.ravel() == y_test.ravel()) * 100\n    print(result3)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"MuCumbo: result\" + str(result3), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred33  ,0, (4, 1, 1), \"train vue 0 color\" )\n    plot_subplot(X_test, y_test,y_pred3 , 0, (4, 1, 2), \"test vue 0 color\" )\n    plot_subplot(X_test, y_test, y_pred3,1, (4, 1, 3), \"test vue 1 gradiant 0\" )\n    plot_subplot(X_test, y_test,y_pred3, 2, (4, 1, 4), \"test vue 2 gradiant 1\" )\n    # plt.legend()\n    plt.show()"
       ]
     }
   ],
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py
index fa7490a..f3d7254 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py
@@ -1,8 +1,8 @@
 # -*- coding: utf-8 -*-
 """
-================
-Use Case MuCumBo
-================
+=========================
+Use Case MuCumBo on digit
+=========================
 Use case for all classifier of multimodallearn  MuCumBo
 
 multi class digit from sklearn, multivue
@@ -11,7 +11,7 @@ multi class digit from sklearn, multivue
  - vue 2 gradiant of image in second direction
 
 """
-from __future__ import absolute_import
+
 import numpy as np
 import matplotlib.pyplot as plt
 from sklearn.model_selection import train_test_split
@@ -21,7 +21,29 @@ from multimodal.tests.data.get_dataset_path import get_dataset_path
 from multimodal.datasets.data_sample import MultiModalArray
 
 from multimodal.boosting.cumbo import MuCumboClassifier
-from usecase_function import plot_subplot
+import numpy as np
+import matplotlib.pyplot as plt
+import matplotlib._color_data as mcd
+
+
+def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+    cn = mcd.CSS4_COLORS
+    classes = np.unique(Y)
+    n_classes = len(np.unique(Y))
+    axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+    axs.set_title(title)
+    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+    #            edgecolors=(0, 0, 0))
+    for index, k in zip(range(n_classes), cn.keys()):
+         Y_class, = np.where(Y==classes[index])
+         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+         plt.scatter(X._extract_view(vue)[Y_class],
+                     X._extract_view(vue)[Y_class],
+                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+         plt.scatter(X._extract_view(vue)[Y_class_pred],
+                     X._extract_view(vue)[Y_class_pred],
+                     s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
 
 if __name__ == '__main__':
@@ -41,9 +63,9 @@ if __name__ == '__main__':
 
     fig = plt.figure(figsize=(12., 11.))
     fig.suptitle("MuCumbo: result" + str(result3), fontsize=16)
-    plot_subplot(X_train, y_train, y_pred33  ,0, (4, 1, 1), "train vue 0" )
-    plot_subplot(X_test, y_test,y_pred3 , 0, (4, 1, 2), "test vue 0" )
-    plot_subplot(X_test, y_test, y_pred3,1, (4, 1, 3), "test vue 1" )
-    plot_subplot(X_test, y_test,y_pred3, 2, (4, 1, 4), "test vue 2" )
+    plot_subplot(X_train, y_train, y_pred33  ,0, (4, 1, 1), "train vue 0 color" )
+    plot_subplot(X_test, y_test,y_pred3 , 0, (4, 1, 2), "test vue 0 color" )
+    plot_subplot(X_test, y_test, y_pred3,1, (4, 1, 3), "test vue 1 gradiant 0" )
+    plot_subplot(X_test, y_test,y_pred3, 2, (4, 1, 4), "test vue 2 gradiant 1" )
     # plt.legend()
     plt.show()
\ No newline at end of file
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py.md5 b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py.md5
index 72e532b..c2d73f1 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py.md5
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.py.md5
@@ -1 +1 @@
-41656262e29b2bcd048fa6cd8a96eaf4
\ No newline at end of file
+44b8d61f1868492460cd9a01408b1073
\ No newline at end of file
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.rst b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.rst
index f67674f..bb4b9b2 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.rst
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo.rst
@@ -7,9 +7,9 @@
 .. _sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMuCuBo.py:
 
 
-================
-Use Case MuCumBo
-================
+=========================
+Use Case MuCumBo on digit
+=========================
 Use case for all classifier of multimodallearn  MuCumBo
 
 multi class digit from sklearn, multivue
@@ -31,8 +31,8 @@ multi class digit from sklearn, multivue
  .. code-block:: none
 
     result of MuCumboClassifier on digit 
-    85.33333333333334
-    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMuCuBo.py:49: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+    87.77777777777777
+    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMuCuBo.py:71: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
       plt.show()
 
 
@@ -45,7 +45,7 @@ multi class digit from sklearn, multivue
 
 .. code-block:: default
 
-    from __future__ import absolute_import
+
     import numpy as np
     import matplotlib.pyplot as plt
     from sklearn.model_selection import train_test_split
@@ -55,7 +55,29 @@ multi class digit from sklearn, multivue
     from multimodal.datasets.data_sample import MultiModalArray
 
     from multimodal.boosting.cumbo import MuCumboClassifier
-    from usecase_function import plot_subplot
+    import numpy as np
+    import matplotlib.pyplot as plt
+    import matplotlib._color_data as mcd
+
+
+    def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+        cn = mcd.CSS4_COLORS
+        classes = np.unique(Y)
+        n_classes = len(np.unique(Y))
+        axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+        axs.set_title(title)
+        #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+        #            edgecolors=(0, 0, 0))
+        for index, k in zip(range(n_classes), cn.keys()):
+             Y_class, = np.where(Y==classes[index])
+             Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+             plt.scatter(X._extract_view(vue)[Y_class],
+                         X._extract_view(vue)[Y_class],
+                         s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+             plt.scatter(X._extract_view(vue)[Y_class_pred],
+                         X._extract_view(vue)[Y_class_pred],
+                         s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
 
     if __name__ == '__main__':
@@ -75,16 +97,16 @@ multi class digit from sklearn, multivue
 
         fig = plt.figure(figsize=(12., 11.))
         fig.suptitle("MuCumbo: result" + str(result3), fontsize=16)
-        plot_subplot(X_train, y_train, y_pred33  ,0, (4, 1, 1), "train vue 0" )
-        plot_subplot(X_test, y_test,y_pred3 , 0, (4, 1, 2), "test vue 0" )
-        plot_subplot(X_test, y_test, y_pred3,1, (4, 1, 3), "test vue 1" )
-        plot_subplot(X_test, y_test,y_pred3, 2, (4, 1, 4), "test vue 2" )
+        plot_subplot(X_train, y_train, y_pred33  ,0, (4, 1, 1), "train vue 0 color" )
+        plot_subplot(X_test, y_test,y_pred3 , 0, (4, 1, 2), "test vue 0 color" )
+        plot_subplot(X_test, y_test, y_pred3,1, (4, 1, 3), "test vue 1 gradiant 0" )
+        plot_subplot(X_test, y_test,y_pred3, 2, (4, 1, 4), "test vue 2 gradiant 1" )
         # plt.legend()
         plt.show()
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  11.436 seconds)
+   **Total running time of the script:** ( 0 minutes  14.171 seconds)
 
 
 .. _sphx_glr_download_tutorial_auto_examples_usecase_plot_usecase_exampleMuCuBo.py:
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo_codeobj.pickle b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo_codeobj.pickle
index 17bb32a3b64f9f8683437434f73b239f034f8fbf..7776629f1c4112e0842acfe4f7c5dfd032c59212 100644
GIT binary patch
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diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.ipynb b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.ipynb
index b7b3d45..032b415 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.ipynb
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.ipynb
@@ -15,7 +15,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# Use Case MumBo\n\nUse case for all classifier of multimodallearn MumBo\n\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
+        "\n# Use Case MumBo on digit\n\nUse case for all classifier of multimodallearn MumBo\n\nmulti class digit from sklearn, multivue\n - vue 0 digit data (color of sklearn)\n - vue 1 gradiant of image in first direction\n - vue 2 gradiant of image in second direction\n\n\n"
       ]
     },
     {
@@ -26,7 +26,7 @@
       },
       "outputs": [],
       "source": [
-        "from __future__ import absolute_import\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\n\nfrom multimodal.boosting.mumbo import MumboClassifier\n\nfrom usecase_function import plot_subplot\n\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    base_estimator = DecisionTreeClassifier(max_depth=4)\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n\n    est2 = MumboClassifier(base_estimator=base_estimator).fit(X_train, y_train)\n    y_pred2 = est2.predict(X_test)\n    y_pred22 = est2.predict(X_train)\n    print(\"result of MumboClassifier on digit \")\n    result2 = np.mean(y_pred2.ravel() == y_test.ravel()) * 100\n    print(result2)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"Mumbo: result\" + str(result2), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred22 , 0, (4, 1, 1), \"train vue 0\" )\n    plot_subplot(X_test, y_test,y_pred2, 0, (4, 1, 2), \"test vue 0\" )\n    plot_subplot(X_test, y_test, y_pred2, 1, (4, 1, 3), \"test vue 1\" )\n    plot_subplot(X_test, y_test,y_pred2, 2, (4, 1, 4), \"test vue 2\" )\n    # plt.legend()\n    plt.show()"
+        "import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\n\nfrom multimodal.boosting.mumbo import MumboClassifier\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib._color_data as mcd\n\n\ndef plot_subplot(X, Y, Y_pred, vue, subplot, title):\n    cn = mcd.CSS4_COLORS\n    classes = np.unique(Y)\n    n_classes = len(np.unique(Y))\n    axs = plt.subplot(subplot[0],subplot[1],subplot[2])\n    axs.set_title(title)\n    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',\n    #            edgecolors=(0, 0, 0))\n    for index, k in zip(range(n_classes), cn.keys()):\n         Y_class, = np.where(Y==classes[index])\n         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])\n         plt.scatter(X._extract_view(vue)[Y_class],\n                     X._extract_view(vue)[Y_class],\n                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label=\"class real class: \"+str(index)) #\n         plt.scatter(X._extract_view(vue)[Y_class_pred],\n                     X._extract_view(vue)[Y_class_pred],\n                     s=160, edgecolors='orange', linewidths=2, label=\"class prediction: \"+str(index))\n\n\n\nif __name__ == '__main__':\n    # file = get_dataset_path(\"digit_histogram.npy\")\n    file = get_dataset_path(\"digit_col_grad.npy\")\n    y = np.load(get_dataset_path(\"digit_y.npy\"))\n    base_estimator = DecisionTreeClassifier(max_depth=4)\n    dic_digit = load_dict(file)\n    XX =MultiModalArray(dic_digit)\n    X_train, X_test, y_train, y_test = train_test_split(XX, y)\n\n    est2 = MumboClassifier(base_estimator=base_estimator).fit(X_train, y_train)\n    y_pred2 = est2.predict(X_test)\n    y_pred22 = est2.predict(X_train)\n    print(\"result of MumboClassifier on digit \")\n    result2 = np.mean(y_pred2.ravel() == y_test.ravel()) * 100\n    print(result2)\n\n    fig = plt.figure(figsize=(12., 11.))\n    fig.suptitle(\"Mumbo: result\" + str(result2), fontsize=16)\n    plot_subplot(X_train, y_train, y_pred22 , 0, (4, 1, 1), \"train vue 0\" )\n    plot_subplot(X_test, y_test,y_pred2, 0, (4, 1, 2), \"test vue 0\" )\n    plot_subplot(X_test, y_test, y_pred2, 1, (4, 1, 3), \"test vue 1\" )\n    plot_subplot(X_test, y_test,y_pred2, 2, (4, 1, 4), \"test vue 2\" )\n    # plt.legend()\n    plt.show()"
       ]
     }
   ],
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py
index 76e4020..3f5d7d1 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py
@@ -1,8 +1,8 @@
 # -*- coding: utf-8 -*-
 """
-==============
-Use Case MumBo
-==============
+=======================
+Use Case MumBo on digit
+=======================
 Use case for all classifier of multimodallearn MumBo
 
 multi class digit from sklearn, multivue
@@ -11,7 +11,7 @@ multi class digit from sklearn, multivue
  - vue 2 gradiant of image in second direction
 
 """
-from __future__ import absolute_import
+
 import numpy as np
 import matplotlib.pyplot as plt
 from sklearn.model_selection import train_test_split
@@ -22,7 +22,29 @@ from multimodal.datasets.data_sample import MultiModalArray
 
 from multimodal.boosting.mumbo import MumboClassifier
 
-from usecase_function import plot_subplot
+import numpy as np
+import matplotlib.pyplot as plt
+import matplotlib._color_data as mcd
+
+
+def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+    cn = mcd.CSS4_COLORS
+    classes = np.unique(Y)
+    n_classes = len(np.unique(Y))
+    axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+    axs.set_title(title)
+    #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+    #            edgecolors=(0, 0, 0))
+    for index, k in zip(range(n_classes), cn.keys()):
+         Y_class, = np.where(Y==classes[index])
+         Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+         plt.scatter(X._extract_view(vue)[Y_class],
+                     X._extract_view(vue)[Y_class],
+                     s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+         plt.scatter(X._extract_view(vue)[Y_class_pred],
+                     X._extract_view(vue)[Y_class_pred],
+                     s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
 
 if __name__ == '__main__':
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py.md5 b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py.md5
index 17c46a0..f35b383 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py.md5
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.py.md5
@@ -1 +1 @@
-2135145bcc76c1c0354a13e5fff1666c
\ No newline at end of file
+8e13b092f67c6a5d55b9a8b80feb306b
\ No newline at end of file
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.rst b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.rst
index 0831450..d848e2f 100644
--- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.rst
+++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo.rst
@@ -7,9 +7,9 @@
 .. _sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMumBo.py:
 
 
-==============
-Use Case MumBo
-==============
+=======================
+Use Case MumBo on digit
+=======================
 Use case for all classifier of multimodallearn MumBo
 
 multi class digit from sklearn, multivue
@@ -30,9 +30,11 @@ multi class digit from sklearn, multivue
 
  .. code-block:: none
 
+    /home/dominique/.virtualenvs/env_multiv/local/lib/python3.6/site-packages/sklearn/ensemble/weight_boosting.py:29: DeprecationWarning: numpy.core.umath_tests is an internal NumPy module and should not be imported. It will be removed in a future NumPy release.
+      from numpy.core.umath_tests import inner1d
     result of MumboClassifier on digit 
-    96.0
-    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMumBo.py:51: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+    98.22222222222223
+    /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMumBo.py:73: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
       plt.show()
 
 
@@ -45,7 +47,7 @@ multi class digit from sklearn, multivue
 
 .. code-block:: default
 
-    from __future__ import absolute_import
+
     import numpy as np
     import matplotlib.pyplot as plt
     from sklearn.model_selection import train_test_split
@@ -56,7 +58,29 @@ multi class digit from sklearn, multivue
 
     from multimodal.boosting.mumbo import MumboClassifier
 
-    from usecase_function import plot_subplot
+    import numpy as np
+    import matplotlib.pyplot as plt
+    import matplotlib._color_data as mcd
+
+
+    def plot_subplot(X, Y, Y_pred, vue, subplot, title):
+        cn = mcd.CSS4_COLORS
+        classes = np.unique(Y)
+        n_classes = len(np.unique(Y))
+        axs = plt.subplot(subplot[0],subplot[1],subplot[2])
+        axs.set_title(title)
+        #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',
+        #            edgecolors=(0, 0, 0))
+        for index, k in zip(range(n_classes), cn.keys()):
+             Y_class, = np.where(Y==classes[index])
+             Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])
+             plt.scatter(X._extract_view(vue)[Y_class],
+                         X._extract_view(vue)[Y_class],
+                         s=40, c=cn[k], edgecolors='blue', linewidths=2, label="class real class: "+str(index)) #
+             plt.scatter(X._extract_view(vue)[Y_class_pred],
+                         X._extract_view(vue)[Y_class_pred],
+                         s=160, edgecolors='orange', linewidths=2, label="class prediction: "+str(index))
+
 
 
     if __name__ == '__main__':
@@ -87,7 +111,7 @@ multi class digit from sklearn, multivue
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  5.520 seconds)
+   **Total running time of the script:** ( 0 minutes  6.374 seconds)
 
 
 .. _sphx_glr_download_tutorial_auto_examples_usecase_plot_usecase_exampleMumBo.py:
diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo_codeobj.pickle b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMumBo_codeobj.pickle
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diff --git a/doc/tutorial/auto_examples/usecase/sg_execution_times.rst b/doc/tutorial/auto_examples/usecase/sg_execution_times.rst
index 223ae1f..1150b05 100644
--- a/doc/tutorial/auto_examples/usecase/sg_execution_times.rst
+++ b/doc/tutorial/auto_examples/usecase/sg_execution_times.rst
@@ -5,16 +5,16 @@
 
 Computation times
 =================
-**01:09.574** total execution time for **tutorial_auto_examples_usecase** files:
+**01:55.487** total execution time for **tutorial_auto_examples_usecase** files:
 
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMVML.py` (``plot_usecase_exampleMVML.py``)     | 00:39.921 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMVML.py` (``plot_usecase_exampleMVML.py``)     | 01:14.485 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py` (``plot_usecase_exampleMKL.py``)       | 00:12.697 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py` (``plot_usecase_exampleMKL.py``)       | 00:20.457 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMuCuBo.py` (``plot_usecase_exampleMuCuBo.py``) | 00:11.436 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMuCuBo.py` (``plot_usecase_exampleMuCuBo.py``) | 00:14.171 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMumBo.py` (``plot_usecase_exampleMumBo.py``)   | 00:05.520 | 0.0 MB |
+| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMumBo.py` (``plot_usecase_exampleMumBo.py``)   | 00:06.374 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_tutorial_auto_examples_usecase_usecase_function.py` (``usecase_function.py``)                     | 00:00.000 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/doc/tutorial/auto_examples/usecase/usecase_function_codeobj.pickle b/doc/tutorial/auto_examples/usecase/usecase_function_codeobj.pickle
index 11a5d97962739de44a38fb53598691ab2a7bbee1..ad823d70d0d8c15936fac37922405dedd5018905 100644
GIT binary patch
delta 31
ncmaFN{Fr${-o#H{6Bnv73Qx9TTs|?^kWq2saSayL(o#JD&NmB+

delta 32
ocmaFN{Fr${-sCn$14h1y+te9_CU0ldU=*8}<1_KWQl?Tp0KE+hGXMYp

diff --git a/multimodal/boosting/mumbo.py b/multimodal/boosting/mumbo.py
index 3ddee63..84530d8 100644
--- a/multimodal/boosting/mumbo.py
+++ b/multimodal/boosting/mumbo.py
@@ -221,7 +221,12 @@ class MumboClassifier(BaseEnsemble, ClassifierMixin, UBoosting):
 
     def _compute_alphas(self, edges):
         """Compute values of confidence rate alpha given edge values."""
-        alphas = 0.5 * np.log((1.+edges) / (1.-edges))
+        np.where(edges > 1.0, edges, 1.0)
+        alphas = 0.5 * np.log((1. + edges) / (1. - edges))
+        if np.any(np.isinf(alphas)) or np.any(np.isnan(alphas)):
+
+            alphas[np.where(np.isnan(alphas))[0]] = 1.0
+            alphas[np.where(np.isinf(alphas))[0]] = 1.0
         return alphas
 
     def _compute_cost_global(self, label_score_global, best_predicted_classes,
-- 
GitLab