Jump models switch infrequently between states to fit a sequence of data while taking the ordering into account We propose new framework for joint feature selection, parameter and state-sequence estimation in jump models. Feature selection is necessary high-dimensional settings where number features large compared observations underlying differ only with respect subset features. develop impleme...