Feature-based time-series analysis

Understand

This work presents an introduction to feature-based time-series analysis.

• The time series as a data type is first described, along with an overview of the interdisciplinary time-series analysis literature.
• I then summarize the range of feature-based representations for time series that have been developed to aid interpretable insights into time-series structure.
• Particular emphasis is given to emerging research that facilitates wide comparison of feature-based representations that allow us to understand the properties of a time-series dataset that make it suited to a particular feature-based representation or analysis algorithm.