2 papers
stat.ML2021
MAGI-X: Manifold-Constrained Gaussian Process Inference for Unknown System Dynamics
Chaofan Huang, Simin Ma, Shihao Yang
Ordinary differential equations (ODEs), commonly used to characterize the dynamic systems, are difficult to propose in closed-form for many complicated scientific applications, eve…
stat.ML2017
An Infinite Hidden Markov Model With Similarity-Biased Transitions
Colin Reimer Dawson, Chaofan Huang, Clayton T. Morrison
We describe a generalization of the Hierarchical Dirichlet Process Hidden Markov Model (HDP-HMM) which is able to encode prior information that state transitions are more likely be…