Merge branch 'master' of https://github.com/compops/pmh-tutorial

Former-commit-id: bd60937 [formerly bd60937 [formerly 93373b2]]
Former-commit-id: 41a1f1409f0b5b51893815139eac61000bb0f7e5
Former-commit-id: f8d622c

Author: Johan Dahlin

README.md

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 # pmh-tutorial
 
-This code was downloaded from < https://github.com/compops/pmh-tutorial > or from < http://users.isy.liu.se/en/rt/johda87/ > and contains the code used to produce the results in the tutorial
+This code was downloaded from < https://github.com/compops/pmh-tutorial > or from < http://liu.johandahlin.com/ > and contains the code used to produce the results in the tutorial
 
-* J. Dahlin and T. B. Schön, *Getting started with particle Metropolis-Hastings for inference in nonlinear models*. Pre-print, arXiv:1511:xxxxv1, 2015. 
+* J. Dahlin and T. B. Schön, *Getting started with particle Metropolis-Hastings for inference in nonlinear models*. Pre-print, arXiv:1511:01707, 2015. 
 
-The papers are available as a preprint from < http://arxiv.org/pdf/1511.xxxxv1 > and < http://users.isy.liu.se/en/rt/johda87/ >.
+The papers are available as a preprint from < http://arxiv.org/pdf/1511.01707 > and < http://liu.johandahlin.com/ >.
 
 Requirements
 --------------
 The code is written and tested for R 3.2.2, Matlab R2014a and Python 2.7. 
 
-The implementation in R makes use of the package mvtnorm. It can be installed by the command "install.packages("mvtnorm")". The implementation in Python makes use ofNumPy 1.7.1, SciPy 0.12.0, Matplotlib 1.2.1, Pandas. Please have these packages installed, on Ubuntu they can be installed using "sudo pip install --upgrade *package-name* ". The implementation in Matlab only makes use of the statistics toolbox.
+The implementation in R makes use of the package mvtnorm. It can be installed by the command "install.packages("mvtnorm")". The implementation in Python makes use of NumPy 1.7.1, SciPy 0.12.0, Matplotlib 1.2.1, Pandas. Please have these packages installed, on Ubuntu they can be installed using "sudo pip install --upgrade *package-name* ". The implementation in Matlab only makes use of the statistics toolbox.
 
 Included files
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