1 code implementation • 22 May 2023 • Shuoyang Wang, Guanqun Cao
The intrinsically infinite-dimensional features of the functional observations over multidimensional domains render the standard classification methods effectively inapplicable.
1 code implementation • 19 May 2022 • Shuoyang Wang, Guanqun Cao
For any multi-dimensional functional data, we provide the uniform convergence rates for the proposed robust deep neural networks estimators.
1 code implementation • 17 May 2022 • Shuoyang Wang, Guanqun Cao, Zuofeng Shang
We propose a new approach, called as functional deep neural network (FDNN), for classifying multi-dimensional functional data.
no code implementations • 8 Dec 2020 • Shuoyang Wang, Guanqun Cao, Zuofeng Shang
In this work, we propose a deep neural network method to perform nonparametric regression for functional data.