节点文献
决策树学习算法ID3的研究
Research on Decision Tree Learning Algorithm of ID3
【摘要】 ID3是决策树学习的核心算法 ,为此详细叙述了决策树表示方法和ID3决策树学习算法 ,特别说明了决策属性的选取法则。通过一个学习实例给出该算法第一次选取决策属性的详细过程 ,并且对该算法进行了讨论。一般情况下 ,ID3算法可以找出最优决策树。
【Abstract】 ID3 is the key algorithm of decision tree learning. For this reason, presented the expressing method of decision tree and an optimized decision tree learning algorithm of ID3, especially explained how to select the regulation of decision attribution. Through an instance, the paper showed the procedure of selecting the decision attribution in detail at the first time, as well as discussed the algorithm. In general,the optimum decision tree can be found by ID3 algorithm.
【关键词】 决策树学习;
ID3算法;
机器学习;
熵;
信息赢取;
【Key words】 decision tree learning; algorithm of ID3; machine learning; entropy; information gain;
【Key words】 decision tree learning; algorithm of ID3; machine learning; entropy; information gain;
- 【文献出处】 微机发展 ,Microcomputer Development , 编辑部邮箱 ,2002年05期
- 【分类号】TP181
- 【被引频次】242
- 【下载频次】2110