摘要
通过总结多篇文献研究分析一种目前流行且被广泛应用的识别技术,即孪生支持向量机。首先,介绍其发展背景并从数学理论角度验证该技术的科学性;其次,阐述其在现今技术日趋成熟时代下提出的值得赞赏的改进措施;最后,比较分析其在多个实际领域中的应用效果并总结其优势与劣势。通过总结分析,相信孪生支持向量机技术的适用范围和识别性能依旧存在广阔的发展空间。
A number of literatures are summarized to analyze a popular and widely used recognition technology,namely twin support vector machine（ TWSVM）. Firstly, the development background of the method was briefly introduced and the scientificity of the technique was verified based on the angle of mathematics theory. Afterwards, the commendable improvements put forward by researchers in the age of technology were expounded. Finally, its performance in several practical fields was compared and researched, and its advantages and disadvantages were also summarized. Through summarization and analysis, it is believed that the application scope and performance of TSVM technology still have a wide space for development.
作者
刘方园
王水花
张煜东
LIU Fang-yuan;WANG Shui-hua;ZHANG Yu-dong(School of Computer Science and Technology,Nanjing Normal University,Nanjing 210023,China)
出处
《测控技术》
CSCD
2018年第8期10-15,共6页
Measurement & Control Technology
基金
国家自然科学基金(61602250
61503188)
江苏省自然科学基金(BK20150983
BK20150982)
江苏省高校自然科学研究面上项目(16KJB520025
15KJB470010)
关键词
孪生支持向量机
分类
医疗检测
图像处理
twin support vector machine
classification
medical detection
image processing
