21 citations · 30 across the 8 of their papers we have counts for
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stat.ML2019
A Variant of Gaussian Process Dynamical Systems
Jing Zhao, Jingjing Fei, Shiliang Sun
In order to better model high-dimensional sequential data, we propose a collaborative multi-output Gaussian process dynamical system (CGPDS), which is a novel variant of GPDSs. The…
cs.LG2019
Online Anomaly Detection with Sparse Gaussian Processes
Jingjing Fei, Shiliang Sun
Online anomaly detection of time-series data is an important and challenging task in machine learning. Gaussian processes (GPs) are powerful and flexible models for modeling time-s…