The Relationship between Decision Trees and the Scale of Train Data Set

CORC > 力学研究所 > 中国科学院力学研究所 > 力学所知识产出(1956-2008)

	The Relationship between Decision Trees and the Scale of Train Data Set
	Chen N(陈宁); Zhu ML; Jiang Y; Chen A; Chen N(陈宁)
	2006-06-21
会议名称	6th World Congress on Intelligent Control and Automation
会议日期	June, 2006
会议地点	Dalian, China
其他题名	决策树算法与训练样本规模的关系研究
页码	6087-6091
通讯作者	陈宁
中文摘要	Decision Trees need train samples in the train data set to get classification rules. If the number of train data was too small, the important information might be missed and thus the model could not explain the classification rules of data. While it is not affirmative that large scale of train data set can get well model. This Paper analysis the relationship between decision trees and the train data scale. We use nine decision tree algorithms to experiment the accuracy, complexity and robustness of decision tree algorithms. Some results are demonstrated.
收录类别	CPCI-S ; EI
合作状况	国内
会议网址	http://dx.doi.org/10.1109/WCICA.2006.1714250
会议录	Proceedings of the 6th World Congress on Intelligent Control and Automation
学科主题	力学
语种	英语
ISSN号	1-4244-0331-6
WOS记录号	WOS:000241773206185
内容类型	会议论文
源URL	[http://dspace.imech.ac.cn/handle/311007/13830]
专题	力学研究所_力学所知识产出(1956-2008)
通讯作者	Chen N(陈宁)
推荐引用方式 GB/T 7714	Chen N,Zhu ML,Jiang Y,et al. The Relationship between Decision Trees and the Scale of Train Data Set[C]. 见:6th World Congress on Intelligent Control and Automation. Dalian, China. June, 2006.http://dx.doi.org/10.1109/WCICA.2006.1714250.