I. Introduction
Time series data is ubiquitous. Both human activities and nature produces time series everyday and everywhere, like weather readings, financial recordings, physiological signals and industrial observations. As the simplest type of time series data, univariate time series provides a reasonably good starting point to study such temporal signals. The representation learning and classification research has found many potential application in the fields like finance, industry, and health care.