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A Data Mining Technique for Time Series Data
2022Yoshinori Satoh, Akira Maeda
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On-line and dynamic time warping for time series data mining
International Journal of Machine Learning and Cybernetics, 2014Dynamic time warping (DTW) is a robust method used to measure similarity of time series. To speed up the calculation of DTW, an on-line and dynamic time warping is proposed to the field of time series data mining. A sliding window is used to segment a long time series into several short subsequences, and an efficient DTW proposed to measure the ...
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Data Mining on Extremely Long Time-Series
2021 International Conference on Data Mining Workshops (ICDMW), 2021Scott Simmons +3 more
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Financial Time Series Data Mining
2009Movement of stocks in the financial market is a typical example of financial time series data. It is generally believed that past performance of a stock can indicate its future trend and so stock trend analysis is a popular activity in the financial community.
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OPP-Miner: Order-Preserving Sequential Pattern Mining for Time Series
IEEE Transactions on Cybernetics, 2023Youxi Wu, Qian Hu, Xingquan Zhu
exaly
Time works well: Dynamic time warping based on time weighting for time series data mining
Information Sciences, 2021Hailin Li
exaly
A novel water quality data analysis framework based on time-series data mining
Journal of Environmental Management, 2017Guoyin Wang
exaly
Piecewise cloud approximation for time series mining
Knowledge-Based Systems, 2011Hailin Li, Chonghui Guo
exaly