RForML之焦点包：randomForest

>**概述：**随机丛林算法是一种常用的分类算法，它的进修道理和实际应用，都值得纯熟把握。<br /> 本文先容R语言做呆板进修焦点包：randomForest</p> <p>### 一、randomForest包先容<br /> **randomForest包**实现了随机丛林算法，随机丛林算法可以办理分类和回归问题，是一种很有效的预测技能。<br /> 随机丛林的焦点思想：**两个随机特性，随机地选择样本数和随机地选择特征数**，两者组合，基于决定树的思想进修和生成“丛林”内里的一颗颗决定树，然后基于每颗决定树举办预测，把所有的功效举办综合获得最终功效。这种进修思想，也是一种集成进修思想的典范应用。</p> <p></p> <p>### 二、randomForest包安装与加载<br /> 每每应用R语言的扩展，都需要先安装，再加载和利用。</p> <p>“`{r}<br /> if(!suppressWarnings(require(‘randomForest’)))<br /> {<br /> install.packages(‘randomForest’)<br /> require(‘randomForest’)<br /> }<br /> “`</p> <p>### 三、randomForest包应用<br /> 选择party包内里带有的**readingSkills数据集。**<br /> 数据集的具体先容<br /> “`{r}<br /> help("readingSkills", package = "party")<br /> “`<br /> readingSkills的数据布局<br /> “`{r}<br /> str(readingSkills)<br /> “`<br /> </p> <p>“`{r}<br /> ## 建设随机丛林模子<br /> output.forest <- randomForest(nativeSpeaker ~ age + shoeSize + score,<br /> data = readingSkills)<br /> print(output.forest)<br /> “`<br /> 随机丛林模子功效<br /> <br /> “`{r}<br /> # 预测变量重要性阐明<br /> print(importance(output.forest,type = 2))<br /> “`<br /> 预测变量重要性功效<br /> </p> <p>说明：参数type取值<br /> >**either 1 or 2**, specifying the type of importance measure (**1=mean decrease in accuracy, 2=mean decrease in node impurity**).</p> <p>### 四、总结<br /> 从上面显示的随机丛林，我们可以得出结论，shoesize和score是抉择假如或人是母语者或不是母语的重要因素。 另外，该模子只有**1％的误差**，这意味着我们可以**预测精度为99％。**</p> <p>### 参考资料<br /> 1 随机丛林R包文档：https://cran.r-project.org/web/packages/randomForest/randomForest.pdf<br /> 2 随机丛林算法道理：https://en.wikipedia.org/wiki/Random_forest</p> <p>**您在阅读中，有什么发起可能想法，请留言。**</p> <p>假如您以为本文有收获，请小额赞赏，让我有动力继承写出高质量的文章。</p> <p></p> </div><!-- .entry-content --> </article><!-- #post-## -->  <div class="tagcloud"><ul class='wp-tag-cloud' role='list'><h3>关键字：</h3> </ul> </div> <div class="col-sm-6 col-box bg-gray-light-2 contact-form"> <div role="form" class="wpcf7" id="wpcf7-f17097-o1" lang="zh-CN" dir="ltr"> <div class="screen-reader-response"></div> <form 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