| 基于多分类器集成的手写体金融汉字识别 |
| |
| 引用本文： | 喻 莹,杨 扬,董才林,何秀玲,陈增照. 基于多分类器集成的手写体金融汉字识别[J]. 计算机工程与应用, 2007, 43(15): 212-214 |
| |
| 作者姓名： | 喻 莹 杨 扬 董才林 何秀玲 陈增照 |
| |
| 作者单位： | 北京科技大学,信息工程学院,北京,100083;华中师范大学,计算机科学系,武汉,430079;北京科技大学,信息工程学院,北京,100083;华中师范大学,最优控制与离散数学重点实验室,武汉,430079;北京科技大学,信息工程学院,北京,100083;华中师范大学,最优控制与离散数学重点实验室,武汉,430079 |
| |
| 摘 要： | 用基于遗传算法的全局优化技术动态地选择一组分类器,并根据应用的背景,采用合适的集成规则进行集成,从而综合了不同分类器的优势和互补性,提高了分类性能。实验结果表明,通过将遗传算法引入到多分类器集成系统的设计过程,其分类性能明显优于传统的单分类器的分类方法。
|
| 关 键 词： | 多分类器集成 遗传算法 金融汉字 |
| 文章编号： | 1002-8331（2007）15-0212-03 |
| 修稿时间： | 2006-08-01 |
Off-line handwritten amount Chinese characters recognition based on multiple classifiers combination |
| |
| YU Ying,YANG Yang,DONG Cai-lin,HE Xiu-ling,CHEN Zeng-zhao. Off-line handwritten amount Chinese characters recognition based on multiple classifiers combination[J]. Computer Engineering and Applications, 2007, 43(15): 212-214 |
| |
| Authors: | YU Ying YANG Yang DONG Cai-lin HE Xiu-ling CHEN Zeng-zhao |
| |
| Affiliation: | 1.School of Information Engineering，University of Science &; Technology Beijing，Beijing 100083，China 2.Department of Computer Science，Central China Normal University，Wuhan 430079，China 3.The Center for Optimal Control &; Discrete Mathematics of Central China Normal University，Wuhan 430079，China |
| |
| Abstract: | We introduce a system that incorporates a global optimization technique based on a genetic algorithm for dynamically selecting the set of classifiers and combination rules to use in the multiple classifiers combination method so as to integrate different classifiers’ superiority and complementarities and improve the classifｉｃａｔｉｏｎ performance.To this end we test the proposed system on amount Chinese character recognition and investigate the performance of our system in comparison to a number of alternative combination strategies，the results indicate that significant gains can be obtained by integrating genetic algorithm into the multiple classifier systems. |
| |
| Keywords: | multiple classifiers combination genetic algorithm amount Chinese character |
| 本文献已被 维普 万方数据 等数据库收录！ |
| 点击此处可从《计算机工程与应用》浏览原始摘要信息 |
|
点击此处可从《计算机工程与应用》下载免费的PDF全文 |
|
