update citation info

README.md

@@ -107,16 +107,21 @@ Please report any issues via the Github **[issue tracker]**. All types of issues
 
 ## Citing JuMP
 
-If you find JuMP useful in your work, we kindly request that you cite the following [paper](http://arxiv.org/abs/1508.01982):
+If you find JuMP useful in your work, we kindly request that you cite the following [paper](http://dx.doi.org/10.1137/15M1020575):
 
-    @article{DunningHuchetteLubin2015,
-    title = {{JuMP}: {A} modeling language for mathematical optimization},
+    @article{DunningHuchetteLubin2017,
     author = {Iain Dunning and Joey Huchette and Miles Lubin},
-    journal = {arXiv:1508.01982 [math.OC]},
-    year = {2015},
-    url = {http://arxiv.org/abs/1508.01982}
+    title = {JuMP: A Modeling Language for Mathematical Optimization},
+    journal = {SIAM Review},
+    volume = {59},
+    number = {2},
+    pages = {295-320},
+    year = {2017},
+    doi = {10.1137/15M1020575},
     }
 
+A preprint of this paper is freely available on [arXiv](https://arxiv.org/abs/1508.01982).
+
 For an earlier work where we presented a prototype implementation of JuMP, see [here](http://dx.doi.org/10.1287/ijoc.2014.0623):
 
     @article{LubinDunningIJOC,
@@ -128,7 +133,6 @@ For an earlier work where we presented a prototype implementation of JuMP, see [
     pages = {238-248},
     year = {2015},
     doi = {10.1287/ijoc.2014.0623},
-    URL = {http://dx.doi.org/10.1287/ijoc.2014.0623}
     }
 
-A preprint of this paper is freely available on [arXiv](http://arxiv.org/abs/1312.1431).
+A preprint of this paper is also [freely available](http://arxiv.org/abs/1312.1431).

doc/index.rst

@@ -98,18 +98,23 @@ Citing JuMP
 
 
 
-If you find JuMP useful in your work, we kindly request that you cite the following `paper <http://arxiv.org/abs/1508.01982>`_:
+If you find JuMP useful in your work, we kindly request that you cite the following `paper <http://dx.doi.org/10.1137/15M1020575>`_:
 
 .. code-block:: none
 
-    @article{DunningHuchetteLubin2015,
-    title = {{JuMP}: {A} modeling language for mathematical optimization},
+    @article{DunningHuchetteLubin2017,
     author = {Iain Dunning and Joey Huchette and Miles Lubin},
-    journal = {arXiv:1508.01982 [math.OC]},
-    year = {2015},
-    url = {http://arxiv.org/abs/1508.01982}
+    title = {JuMP: A Modeling Language for Mathematical Optimization},
+    journal = {SIAM Review},
+    volume = {59},
+    number = {2},
+    pages = {295-320},
+    year = {2017},
+    doi = {10.1137/15M1020575},
     }
 
+A preprint of this paper is freely available on `arXiv <http://arxiv.org/abs/1508.01982>`_.
+
 For an earlier work where we presented a prototype implementation of JuMP, see
 `here <http://dx.doi.org/10.1287/ijoc.2014.0623>`_:
 
@@ -127,4 +132,4 @@ For an earlier work where we presented a prototype implementation of JuMP, see
     URL = {http://dx.doi.org/10.1287/ijoc.2014.0623}
     }
 
-A preprint of this paper is freely available on `arXiv <http://arxiv.org/abs/1312.1431>`_.
+A preprint of this paper is also `freely available <http://arxiv.org/abs/1312.1431>`_.