Search Results for author: Shuoyang Wang

Found 4 papers, 3 papers with code

Multiclass classification for multidimensional functional data through deep neural networks

1 code implementation22 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.

Classification

Robust Deep Neural Network Estimation for Multi-dimensional Functional Data

1 code implementation19 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.

Deep Neural Network Classifier for Multi-dimensional Functional Data

1 code implementation17 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.

Estimation of the Mean Function of Functional Data via Deep Neural Networks

no code implementations8 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.

regression

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