Pattern Matching of Time Series and its Application to Trend Prediction

被引:0
|
作者
Guan, Heshan [1 ]
Jiang, Qingshan [2 ]
机构
[1] Xiamen Univ, Dept Comp Sci, Xiamen 361005, Peoples R China
[2] Xiamen Univ, Sch Software, Xiamen 361005, Peoples R China
关键词
Time Series; Pattern Matching; Ascending Triangle; Trend prediction;
D O I
10.1109/IWASID.2008.4688342
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Trend Prediction of time series is an important research. Pattern matching provides a useful way for trend prediction. We mainly focus on the subsequence matching of time series in the paper. Firstly, we present the simulated series as the imputed pattern for the pattern matching; especially build a simulated ascending triangle series. Secondly, we propose an evaluation method with the actual trend of series to evaluate the experiment results. The proposed approach has been tested using a set of 1052 stocks, and the related assessments about the trend prediction are presented in the paper. The results show that the simulated series work better than the real series when used as the imputed pattern for trend prediction of time series.
引用
收藏
页码:41 / +
页数:2
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