3 papers
stat.ML2022
Modeling unknown dynamical systems with hidden parameters
Xiaohan Fu, Weize Mao, Lo-Bin Chang +1
We present a data-driven numerical approach for modeling unknown dynamical systems with missing/hidden parameters. The method is based on training a deep neural network (DNN) model…
stat.ML2020
Learning reduced systems via deep neural networks with memory
Xiaohan Fu, Lo-Bin Chang, Dongbin Xiu
We present a general numerical approach for constructing governing equations for unknown dynamical systems when only data on a subset of the state variables are available. The unkn…
stat.ME2018
Association Analysis of Common and Rare SNVs using Adaptive Fisher Method to Detect Dense and Sparse Signals
XIaoyu Cai, Lo-Bin Chang, Chi Song
The development of next generation sequencing (NGS) technology and genotype imputation methods enabled researchers to measure both common and rare variants in genome-wide associati…