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README.html
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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" 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<h1 id="smoof-single--and-multi-objective-optimization-test-functions">smoof: Single- and Multi-Objective Optimization Test Functions</h1>
<p>Visit the <a href="https://jakobbossek.github.io/smoof/">package website</a></p>
<!-- badges: start -->
<p><a href="http://cran.r-project.org/web/packages/smoof"><img src="data:image/svg+xml; 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alt="CRAN Downloads" /></a> <a href="https://github.com/jakobbossek/smoof/actions"><img src="data:image/svg+xml; 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alt="Codecov test coverage" /></a> <a href="http://depsy.org/package/r/smoof"><img 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alt="Research software impact" /></a></p>
<!-- badges: end -->
<p>This package offers an interface for objective functions in the context of (multi-objective) global optimization. It conveniently builds up on the S3 objects, i. e., an objective function is a S3 object composed of a descriptive name, the function itself, a parameter set, box constraints or other constraints, number of objectives and so on. Moreover, the package contains generators for a load of both single- and multi-objective optimization test functions which are frequently being used in the literature of (benchmarking) optimization algorithms. The bi-objective ZDT function family by Zitzler, Deb and Thiele is included as well as the popular single-objective test functions like De Jong’s function, Himmelblau function and Schwefel function. Moreover, the package offers a R interface to the C implementation of the <em>Black-Box Optimization Benchmarking</em> (BBOB) <a href="http://coco.gforge.inria.fr/doku.php?id=bbob-2009-downloads">set of noiseless test functions</a>.</p>
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" alt="examplary smoof functions" /></p>
<h2 id="installation-instructions">Installation instructions</h2>
<p>Visit the <a href="http://cran.r-project.org/web/packages/smoof/index.html">package repository on CRAN</a>. If you want to take a glance at the developement version install the github developement version by executing the following command:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>devtools<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"jakobbossek/smoof"</span>)</span></code></pre></div>
<h2 id="example">Example</h2>
<h3 id="use-a-build-in-generator">Use a build-in generator</h3>
<p>Assume the simplifying case where we want to benchmark a set of optimization algorithms on a single objective instance. We decide ourselves for the popular 10-dimensional Rosenbrock banana function. Instead of looking up the function definition, the box constraints and where the global optimum is located, we simply generate the function with <strong>smoof</strong> and get all the stuff:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span>
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(plot3D)</span>
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>obj.fn <span class="ot">=</span> <span class="fu">makeRosenbrockFunction</span>(<span class="at">dimensions =</span> 2L)</span>
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="fu">print</span>(obj.fn)</span>
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a><span class="fu">print</span>(<span class="fu">autoplot</span>(obj.fn))</span>
<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a><span class="fu">plot3D</span>(obj.fn, <span class="at">length.out =</span> 50L, <span class="at">contour =</span> <span class="cn">TRUE</span>)</span></code></pre></div>
<h3 id="set-up-an-objective-function-by-hand">Set up an objective function by hand</h3>
<p>Let us consider the problem of finding the (global) minimum of the multimodal target function f(x) = x sin(3x) on the closed intervall [0, 2PI]. We define our target function via the <code>makeSingleObjectiveFunction()</code> method providing a name, the function itself and a parameter set. We can display the function within the box constraints with ggplot.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>obj.fn <span class="ot">=</span> <span class="fu">makeSingleObjectiveFunction</span>(</span>
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="st">"My fancy function name"</span>,</span>
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a> <span class="at">fn =</span> <span class="cf">function</span>(x) x <span class="sc">*</span> <span class="fu">sin</span>(<span class="dv">3</span><span class="sc">*</span>x),</span>
<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a> <span class="at">par.set =</span> <span class="fu">makeNumericParamSet</span>(<span class="st">"x"</span>, <span class="at">len =</span> 1L, <span class="at">lower =</span> <span class="dv">0</span>, <span class="at">upper =</span> <span class="dv">2</span> <span class="sc">*</span> pi)</span>
<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a>)</span>
<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a><span class="fu">print</span>(obj.fn)</span>
<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a><span class="fu">print</span>(<span class="fu">getParamSet</span>(obj.fn))</span>
<span id="cb3-10"><a href="#cb3-10" aria-hidden="true" tabindex="-1"></a><span class="fu">print</span>(<span class="fu">autoplot</span>(obj.fn))</span></code></pre></div>
<p>The <a href="https://github.com/jakobbossek/ecr2">ecr</a> package for evolutionary computing in R needs builds upon smoof functions.</p>
<h2 id="citation">Citation</h2>
<p>Please cite my <a href="https://journal.r-project.org/archive/2017/RJ-2017-004/index.html">R Journal paper</a> in publications. Get the information via <code>citation("smoof")</code> or use the following BibTex entry:</p>
<pre><code>@Article{,
author = {Jakob Bossek},
title = {smoof: Single- and Multi-Objective Optimization Test Functions},
year = {2017},
journal = {The R Journal},
url = {https://journal.r-project.org/archive/2017/RJ-2017-004/index.html},
}</code></pre>
<h2 id="contact">Contact</h2>
<p>Please address questions and missing features about the <strong>smoof package</strong> to the author Jakob Bossek <a href="mailto:j.bossek@gmail.com">j.bossek@gmail.com</a>. Found some nasty bugs? Please use the <a href="https://github.com/jakobbossek/smoof/issues">issue tracker</a> for this. Pay attention to explain the problem as good as possible. At its best you provide an example, so I can reproduce your problem.</p>
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