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stat.ME2022
Simultaneous Inference of a Partially Linear Model in Time Series
Jiaqi Li, Likai Chen, Kun Ho Kim +1
We introduce a new methodology to conduct simultaneous inference of the nonparametric component in partially linear time series regression models where the nonparametric part is a…
math.ST2022
Inference for Change Points in High-Dimensional Time Series via a Two-Way MOSUM
Jiaqi Li, Likai Chen, Weining Wang +1
We propose an inference method for detecting multiple change points in high-dimensional time series, targeting dense or spatially clustered signals. Our method aggregates moving su…