A Review on Data Stream Classification

被引:3
作者
Haneen, A. A. [1 ]
Noraziah, A. [1 ,2 ]
Abd Wahab, Mohd Helmy [3 ]
机构
[1] Univ Malaysia Pahang, Fac Comp Syst & Software Engn, Kuantan 26300, Pahang, Malaysia
[2] Univ Malaysia Pahang, IBM Ctr Excellence, Kuantan 26300, Pahang, Malaysia
[3] Univ Tun Hussein Onn Malaysia, Fac Elect & Elect Engn, Dept Comp Engn, Batu Pahat 86400, Johor, Malaysia
来源
1ST INTERNATIONAL CONFERENCE ON BIG DATA AND CLOUD COMPUTING (ICOBIC) 2017 | 2018年 / 1018卷
关键词
Clustering; Data Mining; Data Streams; Computational Intelligence; CLUSTERING-ALGORITHM;
D O I
10.1088/1742-6596/1018/1/012019
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
At this present time, the significance of data streams cannot be denied as many researchers have placed their focus on the research areas of databases, statistics, and computer science. In fact, data streams refer to some data points sequences that are found in order with the potential to be non-binding, which is generated from the process of generating information in a manner that is not stationary. As such the typical tasks of searching data have been linked to streams of data that are inclusive of clustering, classification, and repeated mining of pattern. This paper presents several data stream clustering approaches, which are based on density, besides attempting to comprehend the function of the related algorithms; both semi-supervised and active learning, along with reviews of a number of recent studies.
引用
收藏
页数:7
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