Changed title and added citation

Author: joacorapela

examples/sphinx_gallery/onlineBayesianLinearRegression/plotOnlineBayesianLinearRegressionSimpleCell.py

@@ -1,21 +1,12 @@
 
 """
-Online Bayesian linear regression: simple cell
-==============================================
+Anesthetized cat V1 simple cell
+===============================
 
 The code below uses an online algorithm to estimate the linear receptive field
-of a simple cell recorded from an anesthetized cat, as described in
-
-article{touryan2005spatial,
-  title={Spatial structure of complex cell receptive fields measured with natural images},
-  author={Touryan, Jon and Felsen, Gidon and Dan, Yang},
-  journal={Neuron},
-  volume={45},
-  number={5},
-  pages={781--791},
-  year={2005},
-  publisher={Elsevier}
-}
+of a simple cell recorded from an anesthetized cat, as described in "Touryan,
+Jon and Felsen, Gidon and Dan, Yang (2005). Spatial structure of complex cell
+receptive fields measured with natural images. Neuron 45 (5), 781-791."
 
 """
 

examples/sphinx_gallery/onlineBayesianLinearRegression/plotOnlineBayesianLinearRegressionSimulatedData.py

@@ -1,7 +1,7 @@
 
 """
-Online Bayesian linear regression
-=================================
+Simulated data
+==============
 
 The code below uses an online algorithm to estimate the posterior of the weighs
 of a linear regression model using simulate data.
@@ -17,7 +17,7 @@
 import plotly.subplots
 import plotly.graph_objects as go
 
-import lds.inference
+import inference
 
 #%%
 # Define data generation variables