A novel supervised information feature compression algorithm

	A novel supervised information feature compression algorithm
	Ding, Shifei ; Shi, Zhongzhi
	2006
发表期刊	COMPUTATIONAL SCIENCE - ICCS 2006, PT 1, PROCEEDINGS
ISSN	0302-9743
卷号	3991 页码:777-780
摘要	In this paper, a novel supervised information feature compression algorithm is set up. Firstly, according to the information theories, we carried out analysis for the concept and its properties of the cross entropy, then put forward a kind of lately concept of symmetry cross entropy (SCE), and point out that the SCE is a kind of distance measure, which can be used to measure the difference of two random variables. Secondly, We make the SCE separability criterion of the classes for information feature compression, and design a novel algorithm for information feature compression. At last, the experimental results demonstrate that the algorithm here is valid and reliable, and provides a new research approach for feature compression, data mining and pattern recognition.
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Theory & Methods
WOS记录号	WOS:000238389200099
出版者	SPRINGER-VERLAG BERLIN
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/10394
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Ding, Shifei
作者单位	1.Shandong Agr Univ, Coll Informat Sci & Engn, Tai An 271018, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Ding, Shifei,Shi, Zhongzhi. A novel supervised information feature compression algorithm[J]. COMPUTATIONAL SCIENCE - ICCS 2006, PT 1, PROCEEDINGS,2006,3991:777-780.
APA	Ding, Shifei,&Shi, Zhongzhi.(2006).A novel supervised information feature compression algorithm.COMPUTATIONAL SCIENCE - ICCS 2006, PT 1, PROCEEDINGS,3991,777-780.
MLA	Ding, Shifei,et al."A novel supervised information feature compression algorithm".COMPUTATIONAL SCIENCE - ICCS 2006, PT 1, PROCEEDINGS 3991(2006):777-780.