A New Data Stream Classification Algorithm

被引:0
|
作者
Liang, Hong-shuo [1 ]
Jin, Li-qun [1 ]
Zhao, Li [2 ]
机构
[1] ShiJiaZhuang Vocat Technol Inst, Shijiazhuang 050081, Peoples R China
[2] Beijing Inst Technol, Beijing 100081, Peoples R China
关键词
classification; data mining; digital hormone model (DHM);
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
In data mining area, data stream classification, detecting concept drifts and updating temporary models are challenging tasks. To deal with this, big sample buffer and complex updating process are always needed for most of the current algorithms. In this article, a digital hormone based classification algorithm was presented. With the given way, we do not need a big sample-buffer in the classification process and the classifier can be updated efficiently. Experiments have shown that the proposed algorithm has the ability to predict the class label accurately and to store temporary records with more smaller memory space.
引用
收藏
页码:477 / 481
页数:5
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