17 citations · 17 across the 2 of their papers we have counts for
2 papers
stat.ML2025
Ultralow-dimensionality reduction for identifying critical transitions by spatial-temporal PCA
Pei Chen, Yaofang Suo, Rui Liu +1
Discovering dominant patterns and exploring dynamic behaviors especially critical state transitions and tipping points in high-dimensional time-series data are challenging tasks in…
cs.LG2021★ 17 cited
Spatiotemporal information conversion machine for time-series prediction
Hao Peng, Pei Chen, Rui Liu +1
Making predictions in a robust way is a difficult task only based on the observed data of a nonlinear system. In this work, a neural network computing framework, the spatiotemporal…