136 citations · 353 across the 16 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
stat.AP2019★ 3 cited
Statistical Modeling for Spatio-Temporal Data from Stochastic Convection-Diffusion Processes
Xiao Liu, Kyongmin Yeo, Siyuan Lu
This paper proposes a physical-statistical modeling approach for spatio-temporal data arising from a class of stochastic convection-diffusion processes. Such processes are widely f…
cs.NE2019★ 34 cited
Data-driven Reconstruction of Nonlinear Dynamics from Sparse Observation
Kyongmin Yeo
We present a data-driven model to reconstruct nonlinear dynamics from a very sparse times series data, which relies on the strength of the echo state network (ESN) in learning nonl…
cs.NE2019★ 13 cited
Short note on the behavior of recurrent neural network for noisy dynamical system
Kyongmin Yeo
The behavior of recurrent neural network for the data-driven simulation of noisy dynamical systems is studied by training a set of Long Short-Term Memory Networks (LSTM) on the Mac…