A time series is a data sequence of observations which are ordered in time(or space), which exists in various fields extensively, such as industry, economy, finance, science observing and social science, etc. How to manage and use these time series data efficiently is an interesting problem. Classical time series analysis always propose a hypothesis first, then prove its validity, which is not suitable for discovery task. Time series data mining can extract hidden and potentially useful knowledge from large...