summaryrefslogtreecommitdiff
path: root/notebooks/plot_otda_linear_mapping.ipynb
diff options
context:
space:
mode:
authorRémi Flamary <remi.flamary@gmail.com>2018-05-30 10:34:48 +0200
committerRémi Flamary <remi.flamary@gmail.com>2018-05-30 10:34:48 +0200
commit2b375f263ef88100b0321c8ef1b3605dfbb95b3d (patch)
treea2ae2e21bf7fac9fe2fa368782d7df5ea9974342 /notebooks/plot_otda_linear_mapping.ipynb
parentb5e45bbc83fd8cd8c1634a78f2f983d1cf28af73 (diff)
update notebooks
Diffstat (limited to 'notebooks/plot_otda_linear_mapping.ipynb')
-rw-r--r--notebooks/plot_otda_linear_mapping.ipynb15
1 files changed, 10 insertions, 5 deletions
diff --git a/notebooks/plot_otda_linear_mapping.ipynb b/notebooks/plot_otda_linear_mapping.ipynb
index 7b0e7ad..4b6713d 100644
--- a/notebooks/plot_otda_linear_mapping.ipynb
+++ b/notebooks/plot_otda_linear_mapping.ipynb
@@ -16,9 +16,10 @@
"metadata": {},
"source": [
"\n",
- "Created on Tue Mar 20 14:31:15 2018\n",
+ "# Linear OT mapping estimation\n",
+ "\n",
+ "\n",
"\n",
- "@author: rflamary\n",
"\n"
]
},
@@ -30,6 +31,10 @@
},
"outputs": [],
"source": [
+ "# Author: Remi Flamary <remi.flamary@unice.fr>\n",
+ "#\n",
+ "# License: MIT License\n",
+ "\n",
"import numpy as np\n",
"import pylab as pl\n",
"import ot"
@@ -94,7 +99,7 @@
{
"data": {
"text/plain": [
- "[<matplotlib.lines.Line2D at 0x7fec708d6710>]"
+ "[<matplotlib.lines.Line2D at 0x7f3ed402e748>]"
]
},
"execution_count": 4,
@@ -103,7 +108,7 @@
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
@@ -158,7 +163,7 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]