2021
PLSO: A generative framework for decomposing nonstationary time-series into piecewise stationary oscillatory components
UAI 2021poster
To capture the slowly time-varying spectral content of real-world time-series, a common paradigm is to partition the data into approximately stationary intervals and perform inference in the time-frequency domain. However, this approach lacks a corresponding nonstationary time-domain generative mode…