Fixed initials

itsrainingdata · Aug 5, 2016 · c52f5b7 · c52f5b7
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diff --git a/README.Rmd b/README.Rmd
@@ -56,10 +56,10 @@ You can install:
 
 ## References
 
-\[1\] B. Aragam and Q. Zhou. (2015). [Concave penalized estimation of sparse Gaussian Bayesian networks.](http://jmlr.org/papers/v16/aragam15a.html) _The Journal of Machine Learning Research_. 16(Nov):2273−2328. 
+\[1\] Aragam, B. and Zhou, Q. (2015). [Concave penalized estimation of sparse Gaussian Bayesian networks.](http://jmlr.org/papers/v16/aragam15a.html) _The Journal of Machine Learning Research_. 16(Nov):2273−2328. 
 
 \[2\] Fu, F., Gu, J., and Zhou, Q. (2014). [Adaptive penalized estimation of directed acyclic graphs from categorical data.](http://arxiv.org/abs/1403.2310) arXiv: 1403.2310. 
 
 \[3\] Aragam, B., Amini, A. A., and Zhou, Q. (2015). [Learning directed acyclic graphs with penalized neighbourhood regression.](http://arxiv.org/abs/1511.08963) arXiv: 1511.08963.
 
-\[4\] Fu, F. and Zhou, Q. (2013). [Learning sparse causal Gaussian networks with experimental intervention: Regularization and coordinate descent.](http://amstat.tandfonline.com/doi/abs/10.1080/01621459.2012.754359) Journal of the American Statistical Association, 108: 288-300.
+\[4\] Fu, F. and Zhou, Q. (2013). [Learning sparse causal Gaussian networks with experimental intervention: Regularization and coordinate descent.](http://amstat.tandfonline.com/doi/abs/10.1080/01621459.2012.754359) Journal of the American Statistical Association, 108: 288-300.
diff --git a/README.md b/README.md
@@ -44,7 +44,7 @@ You can install:
 References
 ----------
 
-\[1\] B. Aragam and Q. Zhou. (2015). [Concave penalized estimation of sparse Gaussian Bayesian networks.](http://jmlr.org/papers/v16/aragam15a.html) *The Journal of Machine Learning Research*. 16(Nov):2273−2328.
+\[1\] Aragam, B. and Zhou, Q. (2015). [Concave penalized estimation of sparse Gaussian Bayesian networks.](http://jmlr.org/papers/v16/aragam15a.html) *The Journal of Machine Learning Research*. 16(Nov):2273−2328.
 
 \[2\] Fu, F., Gu, J., and Zhou, Q. (2014). [Adaptive penalized estimation of directed acyclic graphs from categorical data.](http://arxiv.org/abs/1403.2310) arXiv: 1403.2310.