摘要
目前,受生物免疫系统启发而产生的人工免疫系统正在兴起,它作为计算智能研究的新领域,提供了一种强大的信息处理和问题求解范式。简要介绍了生物免疫系统的结构和相关机理。对人工免疫系统在数据挖掘方面的应用进行了回顾,分析了近年来AIS在数据挖掘应用领域的研究成果,指出了进一步的研究方向。
As a novel branch of computational intelligence, the artificial immune system （AIS） is springing up, AIS has strong capabilities of pattern recognition, learning and associative memory, hence it is natural to view AIS as a powefful inforrnation processing and problem-solving paradigm in both the scientific and engineering fields. This paper intends to give a overview of the vertebrate immune system, then followed with some extracted bionic principles. Hereby the important application about data mining is reviewed. Then based on the property analysis of AIS for data mining, and some key problems are investigated. Finally, some possible research directions of AIS are given.
出处
《计算机工程与设计》
CSCD
北大核心
2005年第12期3170-3173,3190,共5页
Computer Engineering and Design
基金
国家自然科学基金项目(70271030)
关键词
免疫系统
免疫算法
免疫网络
数据挖掘
immune system
immune algorithm
immune network
data mining
