Shape-Based Conditional Neural Field for Wrist-Worn Change-Point Detection

We consider the problem of online change-point detection in a time-series, with application to detecting switching of human activities through accelerometer readings on a wrist-worn device. Traditional approaches for change-point detection do not work well on human activities in the wild and are too computationally expensive for implementation on wrist-worn devices. To address these shortcomings, ...