Institute of Computing Technology, Chinese Academy IR
Novel fuzzy information proximity measures | |
Ding, Shi-Fei1; Xia, Shi-Xiong1; Jin, Feng-Xiang2; Shis, Zhong-Zhi3 | |
2007 | |
发表期刊 | JOURNAL OF INFORMATION SCIENCE |
ISSN | 0165-5515 |
卷号 | 33期号:6页码:678-685 |
摘要 | As a measure of information shared between two fuzzy pattern vectors, the fuzzy information proximity measure (FIPM) plays an important part in fuzzy pattern recognition, fuzzy clustering analysis and fuzzy approximate reasoning. In this paper, two novel FIPMs are set up. Firstly, an axiom theory about the FIPM is given, and different expressions of the FIPM are discussed. A new FIPM is then proposed based on the axiom theory of the FIPM and the concept of fuzzy subsethood function. Two concepts based on the idea of Shannon information entropy, fuzzy joint entropy (FJE) and fuzzy conditional entropy (FCE), are proposed and the basic properties of FJE and FCE are given and proved. Finally, classical similarity measures such as dissimilarity measure (DM) and similarity measure (SM) are studied, and two new measures, fuzzy absolute information measure (FAIM) and fuzzy relative information measure (FRIM), are set up, which can be used as measures of the proximity between fuzzy sets A and B. |
关键词 | fuzzy information proximity measure (FIPM) fuzzy nearness degree fuzzy joint entropy (FJE) fuzzy conditional entropy (FCE) fuzzy absolute information measure (FAIM) fuzzy relative information measure (FRIM) |
DOI | 10.1177/0165551507076332 |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science ; Information Science & Library Science |
WOS类目 | Computer Science, Information Systems ; Information Science & Library Science |
WOS记录号 | WOS:000251991600003 |
出版者 | SAGE PUBLICATIONS LTD |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/10892 |
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, Shi-Fei |
作者单位 | 1.China Univ Min & Technol, Coll Comp Sci & Engn, Xuzhou 221008, Peoples R China 2.Shandong Univ Sci & Technol, Coll Geoinformat Sci & Engn, Qingdao, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Ding, Shi-Fei,Xia, Shi-Xiong,Jin, Feng-Xiang,et al. Novel fuzzy information proximity measures[J]. JOURNAL OF INFORMATION SCIENCE,2007,33(6):678-685. |
APA | Ding, Shi-Fei,Xia, Shi-Xiong,Jin, Feng-Xiang,&Shis, Zhong-Zhi.(2007).Novel fuzzy information proximity measures.JOURNAL OF INFORMATION SCIENCE,33(6),678-685. |
MLA | Ding, Shi-Fei,et al."Novel fuzzy information proximity measures".JOURNAL OF INFORMATION SCIENCE 33.6(2007):678-685. |
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