期刊文献+

一种非同步时间序列特征提取算法

An Algorithm for Finding Pattern of Non-synchronous Time Series
在线阅读 下载PDF
导出
摘要 在对时间序列经过符号化处理获得两类字符串集合的基础上,提出了一种非同步时间序列特征模式提取算法,该算法的核心是利用约简方法快速找到一个能充分区分两类字符串集合的模式,从而可以发现所有包含此模式的时间序列。实验结果表明,该算法在解决诸如从大量的飞行数据中搜索设备故障模式或飞行状态模式等问题时具有良好的应用前景。 On the basis of two sets of strings ,which are produced by symbol representation of time series, an algorithm for finding pattern of non synchronous time series is put forward. The main idea of the algorithm is to obtain fleetly a pattern which can distinguish two sets of strings completely by the use of pruning method. So every time series including this pattern can be find quickly. The experiment result demonstrates that the algorithm has a good application foreground in the area of search device fault pattern and flight state pattern of aircraft from large numbers of flight data.
出处 《计算机应用研究》 CSCD 北大核心 2005年第5期87-89,共3页 Application Research of Computers
关键词 时间序列 符号化 部分模式匹配 特征提取 Time Series Symbol Representation Episode Pattern Matching Characteristic Drawing
  • 相关文献

参考文献5

  • 1蒋嵘,李德毅.基于形态表示的时间序列相似性搜索[J].计算机研究与发展,2000,37(5):601-608. 被引量:34
  • 2R A Baeza-Yates. Searching Subsequences[J]. The Oretical Computer Science, 1991,78(2):363-376.
  • 3S Shimozono,et al.Knowledge Acquisition from Amino Acid Sequences by Machine Learning System BONSAI[J]. Transactions of Information Processing Society of Japan, 1994,35(10): 2009-2018.
  • 4Zdenek Tronicek. Searching Subsequences[D]. The Faculty of Electrical Engineering, Czech Technical University, Prague, Czech Republic, Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy, 2001.53-58.
  • 5李斌,谭立湘,解光军,李海鹰,庄镇泉.非同步多时间序列中频繁模式的发现算法[J].软件学报,2002,13(3):410-416. 被引量:8

二级参考文献6

  • 1Li D,Knowledge Based Syst,1998年,10期,431页
  • 2Li D,Proc Second Pacific-Asia Conf Knowledge Discovery & Data Mining.Melbourne,1998年,392页
  • 3Xia B B,Master dissertation,1997年
  • 4Li D,Logic Programming and Soft Computing,1997年
  • 5Agrawal R,Proc Twenty-First International Conference on Very Large Data Bases.San Francisc,1995年,490页
  • 6李斌,谭立湘,章劲松,庄镇泉.面向数据挖掘的时间序列符号化方法研究[J].电路与系统学报,2000,5(2):9-14. 被引量:29

共引文献39

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部