Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations

Shivam Grover, Amin Jalali, Ali Etemad

Existing approaches for learning representations of time-series keep the temporal arrangement of the time-steps intact with the presumption that the original order is the most opti…