3 papers
cs.LG2021
Joint learning of multiple Granger causal networks via non-convex regularizations: Inference of group-level brain connectivity
Parinthorn Manomaisaowapak, Jitkomut Songsiri
This paper considers joint learning of multiple sparse Granger graphical models to discover underlying common and differential Granger causality (GC) structures across multiple tim…
eess.SP2019
A review of feature extraction and performance evaluation in epileptic seizure detection using EEG
Poomipat Boonyakitanont, Apiwat Lek-uthai, Krisnachai Chomtho +1
Since the manual detection of electrographic seizures in continuous electroencephalogram (EEG) monitoring is very time-consuming and requires a trained expert, attempts to develop…
math.OC2018
Convex Formulation for Regularized Estimation of Structural Equation Models
Anupon Pruttiakaravanich, Jitkomut Songsiri
Path analysis is a model class of structural equation modeling (SEM), which it describes causal relations among measured variables in the form of a multiple linear regression. This…