Determination of basic probability assignment based on interval numbers and its application

被引：0

作者：

Kang, Bing-Yi ^{[1
]}

Li, Ya ^{[1
]}

Deng, Yong ^{[1
,2
]}

Zhang, Ya-Juan ^{[1
]}

Deng, Xin-Yang ^{[1
]}

机构：

[1] School of Computer and Information Science, Southwest University

[2] School of Electronics and Information Technology, Shanghai Jiao Tong University

来源：

Tien Tzu Hsueh Pao/Acta Electronica Sinica | 2012年 / 40卷 / 06期

关键词：

BPA; Data fusion; Evidence theory; Interval number; Recognition; Similarity;

D O I：

10.3969/j.issn.0372-2112.2012.06.004

中图分类号：

学科分类号：

摘要：

One of the open issues of Dempster Shafer theory is how to determine basic probability assignment function (BPA). To solve this problem, a method to determine BPA based on interval numbers is proposed in the paper. At first, the model of interval numbers is constructed with the samples. Then the distance of interval numbers is used to represent difference among the attributes of the samples, so the similarity of them is calculated. At last, the similarity is normalized to get the value of BPA. The effectiveness of this method is proved by classifying the Iris Set. It concludes that the total recognition rate is 96%. This method is simple and practical; it can determine BPA in the case of the little number of the samples.

引用

页码：1092 / 1096

页数：4

共 16 条

[11] Deng Y., Jiang W., Xu X., Et al., Determining BPA under uncertainty environments and its application in data fusion, Journal of Electronics (China), 26, 1, pp. 13-17, (2009)
[12] Wan S.P., Interval number method for object threat assessment, Computer Engineering and Applications (China), 45, 6, pp. 32-34, (2009)
[13] Tran L., Duckstein L., Comparison of fuzzy numbers using a fuzzy distance measure, Fuzzy Sets and Systems, 130, 3, pp. 331-341, (2002)
[14] Famous database for pattern recognition from fisher
[15] Data taken from the blood transfusion service center in Hsin-Chu City in Taiwan
[16] Data set containing values for six biomechanical features used to classify orthopaedic patients into 3 classes (normal, disk hernia or spondilolysthesis)

← 1 2 →