6 citations · 11 across the 6 of their papers we have counts for
4 papers · 1 filter
Empowering Multi-class Classification for Multivariate Functional Data with Simultaneous Feature Selection
Shuoyang Wang, Guanqun Cao, Yuan Huang
The opportunity to utilize complex functional data types for conducting classification tasks is emerging with the growing availability of imaging data. However, the tools capable o…
Robust Deep Neural Network Estimation for Multi-dimensional Functional Data
Shuoyang Wang, Guanqun Cao
In this paper, we propose a robust estimator for the location function from multi-dimensional functional data. The proposed estimators are based on the deep neural networks with Re…
Optimal Classification for Functional Data
Shuoyang Wang, Zuofeng Shang, Guanqun Cao +1
A central topic in functional data analysis is how to design an optimaldecision rule, based on training samples, to classify a data function. We exploit the optimal classification…
Simultaneous Confidence Band for Stationary Covariance Function of Dense Functional Data
Jiangyan Wang, Guanqun Cao, Li Wang +1
Inference via simultaneous confidence band is studied for stationary covariance function of dense functional data. A two-stage estimation procedure is proposed based on spline appr…