Fuzzy case-based reasoning: Weather prediction

被引:0
|
作者
Li, K [1 ]
Liu, YS [1 ]
机构
[1] Beijing Inst Technol, Dept Comp Sci & Engn, Beijing, Peoples R China
关键词
fuzzy logic; similarity-measuring function; K-nearest neighbor; case-based reasoning;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Classical K-nn algorithm in CBR has been used widely. But in the actual situation, cases often have kinds of features, and classical K-nn algorithm cannot tackle it well. Other fuzzy K-nn algorithm may apply well to these perspective systems, but they do not adapt to weather prediction. In the paper, we propose our novel fuzzy K-nn algorithm. Because weather is continuous, dynamic, and chaotic, in our algorithm, the time function as the adjustive factors is introduced to similarity-measuring function. Fuzzy logic is used in the retrieval of cases. Then fuzzy K-nn algorithm is proposed. Finally, Experimental results are given and we get better effect.
引用
收藏
页码:107 / 110
页数:4
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