首页 | 本学科首页   官方微博 | 高级检索  
     检索      

改进的决策树算法在手写体汉字识别中的应用
引用本文:施梅芳,贲黎明.改进的决策树算法在手写体汉字识别中的应用[J].兰州理工大学学报,2011(4):106-109.
作者姓名:施梅芳  贲黎明
作者单位:常熟理工学院计算机科学与工程学院;
摘    要:介绍脱机手写体汉字识别的基本流程,以传统决策树ID3模型为基础,对决策属性挑选策略进行改进.该方法基于信息增益的计算标准,通过引入属性间相关性关系对传统ID3算法“多值偏向性”的缺陷进行补偿,提出节点协调度的预剪枝策略.从分类精确度方面对改进的ID3算法和传统D3算法进行比较和分析.将改进的ID3算法应用于手写体汉字识...

关 键 词:决策树算法  决策属性选择  预剪枝策略  手写体汉字识别

Application of improved decision tree algorithm in recognition of handwriting Chinese character
SHI Mei-fang,BEN Li-ming.Application of improved decision tree algorithm in recognition of handwriting Chinese character[J].Journal of Lanzhou University of Technology,2011(4):106-109.
Authors:SHI Mei-fang  BEN Li-ming
Institution:SHI Mei-fang,BEN Li-ming(College of Computer Science and Engineering,Changshu Institute of Technology,Changshu 215500,China)
Abstract:Basic flow of off-line handwriting Chinese character recognition was introduced.Then,taking the traditional decision tree ID3 model as basis,the selection strategy of decision attributions was modified.Based on the computation standard of information gain and by introducing correlativity of the attributions,the defect of multiple-valued bias of traditional ID3 algorithm was supplemented by using this method.A pre-pruning strategy was proposed based on node coordination degree.The classification precision of...
Keywords:decision tree algorithm  decision attributes selection  pre-pruning strategy  handwriting Chinese character recognition  
本文献已被 CNKI 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号