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-==  BAYESIAN-OPTIMIZATION ==
+==  BayesOpt ==
 
 This is an efficient, C++ implementation of several Bayesian optimization
 algorithms. See References for some of the papers.
 #[[References]]
 
 ----
-If you use BayesOptimization in work that leads to a publication, we would appreciate it if you would kindly cite BayesOptimization in your manuscript. Cite BayesOptimization as something like:
+If you use BayesOpt in work that leads to a publication, we would appreciate it if you would kindly cite BayesOpt in your manuscript. Cite BayesOpt as something like:
 
-* Ruben Martinez-Cantin, **BayesOptimization: a toolbox for nonlinear-optimization, experimental design and stochastic bandits, http://bitbucket.org/rmcantin/bayesian-optimization**
+* Ruben Martinez-Cantin, **BayesOpt: a toolbox for nonlinear-optimization, experimental design and stochastic bandits, http://bitbucket.org/rmcantin/bayesian-optimization**
 ----
    Copyright (C) 2011-2012 Ruben Martinez-Cantin <rmcantin@unizar.es>
  
-   BayesOptimization is free software: you can redistribute it and/or modify
-   it under the terms of the GNU General Public License as published by
+   BayesOpt is free software: you can redistribute it and/or modify it 
+   under the terms of the GNU General Public License as published by
    the Free Software Foundation, either version 3 of the License, or
    (at your option) any later version.
 
-   BayesOptimization is distributed in the hope that it will be useful,
-   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   BayesOpti is distributed in the hope that it will be useful, but 
+   WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
 
    You should have received a copy of the GNU General Public License
-   along with BayesOptimization.  If not, see <[[http://www.gnu.org/licenses/|http://www.gnu.org/licenses/]]>.
+   along with BayesOpt.  If not, see <[[http://www.gnu.org/licenses/|http://www.gnu.org/licenses/]]>.