Fixed typo in citation info

Author: lindonroberts

README.rst

@@ -22,7 +22,7 @@ Py-BOBYQA is a flexible package for solving bound-constrained general objective
 
 More details about Py-BOBYQA and its enhancements over BOBYQA can be found in our papers:
 
-1. Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
+1. Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
 2. Coralia Cartis, Lindon Roberts and Oliver Sheridan-Methven, `Escaping local minima with derivative-free methods: a numerical investigation <https://doi.org/10.1080/02331934.2021.1883015>`_, *Optimization* (2021). [`preprint <https://arxiv.org/abs/1812.11343>`_] 
 
 Please cite [1] when using Py-BOBYQA for local optimization, and [1,2] when using Py-BOBYQA's global optimization heuristic functionality. For reproducibility of all figures, please feel free to contact the authors.

docs/advanced.rst

@@ -79,5 +79,5 @@ References
 ----------
 
 .. [CFMR2018]   
-   Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
+   Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
 

docs/build/doctrees/advanced.doctree

@@ -79,5 +79,5 @@ References
 ----------
 
 .. [CFMR2018]   
-   Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
+   Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
 

docs/build/doctrees/environment.pickle

@@ -25,7 +25,7 @@ The upper and lower bounds on the variables are non-relaxable (i.e. Py-BOBYQA wi
 
 Full details of the Py-BOBYQA algorithm are given in our papers: 
 
-1. Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
+1. Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
 2. Coralia Cartis, Lindon Roberts and Oliver Sheridan-Methven, `Escaping local minima with derivative-free methods: a numerical investigation <https://doi.org/10.1080/02331934.2021.1883015>`_, *Optimization* (2021). [`preprint <https://arxiv.org/abs/1812.11343>`_] 
 
 Please cite [1] when using Py-BOBYQA for local optimization, and [1,2] when using Py-BOBYQA's global optimization heuristic functionality **(new in v1.1!)**.

docs/build/doctrees/index.doctree

@@ -37,7 +37,7 @@ References
 ----------
 
 .. [CFMR2018]   
-   Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
+   Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
 
 .. [Powell2009]   
    Michael J. D. Powell, `The BOBYQA algorithm for bound constrained optimization without derivatives <http://www.damtp.cam.ac.uk/user/na/NA_papers/NA2009_06.pdf>`_, technical report DAMTP 2009/NA06, University of Cambridge, (2009).

docs/build/doctrees/info.doctree

@@ -408,6 +408,6 @@ References
 ----------
 
 .. [CFMR2018]   
-   Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
+   Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, `Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers <https://doi.org/10.1145/3338517>`_, *ACM Transactions on Mathematical Software*, 45:3 (2019), pp. 32:1-32:41 [`preprint <https://arxiv.org/abs/1804.00154>`_] 
 .. [CRO2018]   
    Coralia Cartis, Lindon Roberts and Oliver Sheridan-Methven, `Escaping local minima with derivative-free methods: a numerical investigation <https://doi.org/10.1080/02331934.2021.1883015>`_, *Optimization* (2021). [`preprint <https://arxiv.org/abs/1812.11343>`_] 

docs/build/doctrees/userguide.doctree

@@ -264,7 +264,7 @@ <h2>Multiple Restarts<a class="headerlink" href="#multiple-restarts" title="Perm
 <h2>References<a class="headerlink" href="#references" title="Permalink to this headline">¶</a></h2>
 <dl class="citation">
 <dt class="label" id="cfmr2018"><span class="brackets"><a class="fn-backref" href="#id1">CFMR2018</a></span></dt>
-<dd><p>Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, <a class="reference external" href="https://doi.org/10.1145/3338517">Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers</a>, <em>ACM Transactions on Mathematical Software</em>, 45:3 (2019), pp. 32:1-32:41 [<a class="reference external" href="https://arxiv.org/abs/1804.00154">preprint</a>]</p>
+<dd><p>Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, <a class="reference external" href="https://doi.org/10.1145/3338517">Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers</a>, <em>ACM Transactions on Mathematical Software</em>, 45:3 (2019), pp. 32:1-32:41 [<a class="reference external" href="https://arxiv.org/abs/1804.00154">preprint</a>]</p>
 </dd>
 </dl>
 </div>

docs/build/html/_sources/advanced.rst.txt

@@ -159,7 +159,7 @@
   <div class="section" id="py-bobyqa-derivative-free-optimizer-for-bound-constrained-minimization">
 <h1>Py-BOBYQA: Derivative-Free Optimizer for Bound-Constrained Minimization<a class="headerlink" href="#py-bobyqa-derivative-free-optimizer-for-bound-constrained-minimization" title="Permalink to this headline">¶</a></h1>
 <p><strong>Release:</strong> 1.2</p>
-<p><strong>Date:</strong> 22 February 2021</p>
+<p><strong>Date:</strong> 25 February 2021</p>
 <p><strong>Author:</strong> <a class="reference external" href="mailto:lindon&#46;roberts&#37;&#52;&#48;maths&#46;ox&#46;ac&#46;uk">Lindon Roberts</a></p>
 <p>Py-BOBYQA is a flexible package for finding local solutions to nonlinear, nonconvex minimization problems (with optional bound constraints), without requiring any derivatives of the objective. Py-BOBYQA is a Python implementation of the <a class="reference external" href="http://mat.uc.pt/~zhang/software.html#powell_software">BOBYQA</a> solver by Powell (documentation <a class="reference external" href="http://www.damtp.cam.ac.uk/user/na/NA_papers/NA2009_06.pdf">here</a>). It is particularly useful when evaluations of the objective function are expensive and/or noisy.</p>
 <p>That is, Py-BOBYQA solves</p>
@@ -169,7 +169,7 @@ <h1>Py-BOBYQA: Derivative-Free Optimizer for Bound-Constrained Minimization<a cl
 <p>The upper and lower bounds on the variables are non-relaxable (i.e. Py-BOBYQA will never ask to evaluate a point outside the bounds).</p>
 <p>Full details of the Py-BOBYQA algorithm are given in our papers:</p>
 <ol class="arabic simple">
-<li><p>Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, <a class="reference external" href="https://doi.org/10.1145/3338517">Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers</a>, <em>ACM Transactions on Mathematical Software</em>, 45:3 (2019), pp. 32:1-32:41 [<a class="reference external" href="https://arxiv.org/abs/1804.00154">preprint</a>]</p></li>
+<li><p>Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, <a class="reference external" href="https://doi.org/10.1145/3338517">Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers</a>, <em>ACM Transactions on Mathematical Software</em>, 45:3 (2019), pp. 32:1-32:41 [<a class="reference external" href="https://arxiv.org/abs/1804.00154">preprint</a>]</p></li>
 <li><p>Coralia Cartis, Lindon Roberts and Oliver Sheridan-Methven, <a class="reference external" href="https://doi.org/10.1080/02331934.2021.1883015">Escaping local minima with derivative-free methods: a numerical investigation</a>, <em>Optimization</em> (2021). [<a class="reference external" href="https://arxiv.org/abs/1812.11343">preprint</a>]</p></li>
 </ol>
 <p>Please cite [1] when using Py-BOBYQA for local optimization, and [1,2] when using Py-BOBYQA’s global optimization heuristic functionality <strong>(new in v1.1!)</strong>.</p>

docs/build/html/_sources/index.rst.txt

@@ -188,7 +188,7 @@ <h2>Details of the Py-BOBYQA Algorithm<a class="headerlink" href="#details-of-th
 <h2>References<a class="headerlink" href="#references" title="Permalink to this headline">¶</a></h2>
 <dl class="citation">
 <dt class="label" id="cfmr2018"><span class="brackets"><a class="fn-backref" href="#id2">CFMR2018</a></span></dt>
-<dd><p>Coralia Cartis, Jan Fiala, Benjamina Marteau and Lindon Roberts, <a class="reference external" href="https://doi.org/10.1145/3338517">Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers</a>, <em>ACM Transactions on Mathematical Software</em>, 45:3 (2019), pp. 32:1-32:41 [<a class="reference external" href="https://arxiv.org/abs/1804.00154">preprint</a>]</p>
+<dd><p>Coralia Cartis, Jan Fiala, Benjamin Marteau and Lindon Roberts, <a class="reference external" href="https://doi.org/10.1145/3338517">Improving the Flexibility and Robustness of Model-Based Derivative-Free Optimization Solvers</a>, <em>ACM Transactions on Mathematical Software</em>, 45:3 (2019), pp. 32:1-32:41 [<a class="reference external" href="https://arxiv.org/abs/1804.00154">preprint</a>]</p>
 </dd>
 <dt class="label" id="powell2009"><span class="brackets"><a class="fn-backref" href="#id1">Powell2009</a></span></dt>
 <dd><p>Michael J. D. Powell, <a class="reference external" href="http://www.damtp.cam.ac.uk/user/na/NA_papers/NA2009_06.pdf">The BOBYQA algorithm for bound constrained optimization without derivatives</a>, technical report DAMTP 2009/NA06, University of Cambridge, (2009).</p>