UNPKG

intelligence

Version:

Machine learning library written in javascript

1,456 lines (451 loc) 20 kB
<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8"> <title>JSDoc: Class: Population</title> <script src="scripts/prettify/prettify.js"> </script> <script src="scripts/prettify/lang-css.js"> </script> <!--[if lt IE 9]> <script src="//html5shiv.googlecode.com/svn/trunk/html5.js"></script> <![endif]--> <link type="text/css" rel="stylesheet" href="styles/prettify-tomorrow.css"> <link type="text/css" rel="stylesheet" href="styles/jsdoc-default.css"> </head> <body> <div id="main"> <h1 class="page-title">Class: Population</h1> <section> <header> <h2> Population </h2> </header> <article> <div class="container-overview"> <dt> <h4 class="name" id="Population"><span class="type-signature"></span>new Population<span class="signature">(options)</span><span class="type-signature"></span></h4> </dt> <dd> <div class="description"> <p>Genetic algorithm population</p> </div> <h5>Parameters:</h5> <table class="params"> <thead> <tr> <th>Name</th> <th>Type</th> <th class="last">Description</th> </tr> </thead> <tbody> <tr> <td class="name"><code>options</code></td> <td class="type"> <span class="param-type">object</span> </td> <td class="description last"><p>Population options</p> <h6>Properties</h6> <table class="params"> <thead> <tr> <th>Name</th> <th>Type</th> <th class="last">Description</th> </tr> </thead> <tbody> <tr> <td class="name"><code>baseIndividual</code></td> <td class="type"> <span class="param-type"><a href="Individual.html">Individual</a></span> </td> <td class="description last"><p>-</p></td> </tr> </tbody> </table> </td> </tr> </tbody> </table> <dl class="details"> <h5 class="subsection-title">Properties:</h5> <dl> <table class="props"> <thead> <tr> <th>Name</th> <th>Type</th> <th class="last">Description</th> </tr> </thead> <tbody> <tr> <td class="name"><code>options</code></td> <td class="type"> <span class="param-type">object</span> </td> <td class="description last"><p>Population options</p></td> </tr> </tbody> </table></dl> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line12">line 12</a> </li></ul></dd> </dl> </dd> </div> <h3 class="subsection-title">Methods</h3> <dl> <dt> <h4 class="name" id="crossover"><span class="type-signature"></span>crossover<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Performs crossover using the crossoverStrategy function defined in the population options</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line96">line 96</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="evaluateFitness"><span class="type-signature"></span>evaluateFitness<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Calculates the fitness of each individual where the fitness value is null</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line82">line 82</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="filterNanFitness"><span class="type-signature"></span>filterNanFitness<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Subsitutes an individuals fitness to positive or negative infinity if it isNaN</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line203">line 203</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="getAverageFitness"><span class="type-signature"></span>getAverageFitness<span class="signature">()</span><span class="type-signature"> &rarr; {number}</span></h4> </dt> <dd> <div class="description"> <p>Calculate the average fitness of all individuals in the population (exluding infinite values)</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line162">line 162</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Average fitness of the population</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type">number</span> </dd> </dl> </dd> <dt> <h4 class="name" id="getFittestIndividuals"><span class="type-signature"></span>getFittestIndividuals<span class="signature">(numIndividuals<span class="signature-attributes">opt</span>)</span><span class="type-signature"> &rarr; {Array.&lt;<a href="Individual.html">Individual</a>>}</span></h4> </dt> <dd> <div class="description"> <p>Returns a specified number of individuals with the best fitness rating in the population</p> </div> <h5>Parameters:</h5> <table class="params"> <thead> <tr> <th>Name</th> <th>Type</th> <th>Attributes</th> <th>Default</th> <th class="last">Description</th> </tr> </thead> <tbody> <tr> <td class="name"><code>numIndividuals</code></td> <td class="type"> <span class="param-type">number</span> </td> <td class="attributes"> &lt;optional><br> </td> <td class="default"> 1 </td> <td class="description last"><p>The number of individuals to return</p></td> </tr> </tbody> </table> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line140">line 140</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>An array of the fittest individuals in the population</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type">Array.&lt;<a href="Individual.html">Individual</a>></span> </dd> </dl> </dd> <dt> <h4 class="name" id="initialise"><span class="type-signature"></span>initialise<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Creates a randomly generated population of individuals</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line70">line 70</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="mutate"><span class="type-signature"></span>mutate<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Mutates the population based on the mutationRate property in each individuals options</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line122">line 122</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="setDefaultOptionsIfNotProvided"><span class="type-signature"></span>setDefaultOptionsIfNotProvided<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Sets default values for options that have not been defined</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line47">line 47</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="step"><span class="type-signature"></span>step<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Applies a single iteration of crossover and mutation to the population</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line177">line 177</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="train"><span class="type-signature"></span>train<span class="signature">(numGenerations)</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Trains the population over a specified number of generations</p> </div> <h5>Parameters:</h5> <table class="params"> <thead> <tr> <th>Name</th> <th>Type</th> <th class="last">Description</th> </tr> </thead> <tbody> <tr> <td class="name"><code>numGenerations</code></td> <td class="type"> <span class="param-type">number</span> </td> <td class="description last"><p>The number of generations to train the population over</p></td> </tr> </tbody> </table> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line186">line 186</a> </li></ul></dd> </dl> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> <dt> <h4 class="name" id="validateRequiredOptions"><span class="type-signature"></span>validateRequiredOptions<span class="signature">()</span><span class="type-signature"> &rarr; {<a href="Population.html">Population</a>}</span></h4> </dt> <dd> <div class="description"> <p>Throws an exception if a required option is missing</p> </div> <dl class="details"> <dt class="tag-source">Source:</dt> <dd class="tag-source"><ul class="dummy"><li> <a href="population.js.html">genetic/population.js</a>, <a href="population.js.html#line30">line 30</a> </li></ul></dd> </dl> <h5>Throws:</h5> <div class="param-desc"> An exception is thrown if a required option is missing </div> <h5>Returns:</h5> <div class="param-desc"> <p>Reference to current object for chaining</p> </div> <dl> <dt> Type </dt> <dd> <span class="param-type"><a href="Population.html">Population</a></span> </dd> </dl> </dd> </dl> </article> </section> </div> <nav> <h2><a href="index.html">Index</a></h2><h3>Classes</h3><ul><li><a href="Individual.html">Individual</a></li><li><a href="LinearConditionalNode.html">LinearConditionalNode</a></li><li><a href="LinearFunctionNode.html">LinearFunctionNode</a></li><li><a href="LinearGPNode.html">LinearGPNode</a></li><li><a href="LinearIndividual.html">LinearIndividual</a></li><li><a href="Population.html">Population</a></li><li><a href="RegisterReference.html">RegisterReference</a></li><li><a href="RegisterSet.html">RegisterSet</a></li></ul><h3>Global</h3><ul><li><a href="global.html#alphabet">alphabet</a></li><li><a href="global.html#arrayEqual">arrayEqual</a></li><li><a href="global.html#binaryNumber">binaryNumber</a></li><li><a href="global.html#binaryString">binaryString</a></li><li><a href="global.html#createCalculation">createCalculation</a></li><li><a href="global.html#createConstant">createConstant</a></li><li><a href="global.html#createInput">createInput</a></li><li><a href="global.html#createOutput">createOutput</a></li><li><a href="global.html#formatString">formatString</a></li><li><a href="global.html#fpEqual">fpEqual</a></li><li><a href="global.html#inherits">inherits</a></li><li><a href="global.html#linearNode">linearNode</a></li><li><a href="global.html#onePointFixed">onePointFixed</a></li><li><a href="global.html#onePointVariable">onePointVariable</a></li><li><a href="global.html#randBetween">randBetween</a></li><li><a href="global.html#random">random</a></li><li><a href="global.html#randomNumber">randomNumber</a></li><li><a href="global.html#rank">rank</a></li><li><a href="global.html#rouletteWheel">rouletteWheel</a></li><li><a href="global.html#selectRandom">selectRandom</a></li><li><a href="global.html#swapGenes">swapGenes</a></li><li><a href="global.html#tournament">tournament</a></li><li><a href="global.html#twoPointFixed">twoPointFixed</a></li><li><a href="global.html#twoPointVariable">twoPointVariable</a></li><li><a href="global.html#uniform">uniform</a></li><li><a href="global.html#validateFixedLength">validateFixedLength</a></li><li><a href="global.html#validateMinimumLength">validateMinimumLength</a></li><li><a href="global.html#validateVariableLength">validateVariableLength</a></li></ul> </nav> <br clear="both"> <footer> Documentation generated by <a href="https://github.com/jsdoc3/jsdoc">JSDoc 3.3.0-alpha9</a> on Sat Aug 16 2014 23:33:40 GMT+0100 (GMT Summer Time) </footer> <script> prettyPrint(); </script> <script src="scripts/linenumber.js"> </script> </body> </html>