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05/22/2023
Multiclass classification for multidimensional functional data through deep neural networks
The intrinsically infinite-dimensional features of the functional observ...
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03/04/2023
Minimax optimal high-dimensional classification using deep neural networks
High-dimensional classification is a fundamentally important research pr...
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05/19/2022
Robust Deep Neural Network Estimation for Multi-dimensional Functional Data
In this paper, we propose a robust estimator for the location function f...
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05/17/2022
Deep Neural Network Classifier for Multi-dimensional Functional Data
We propose a new approach, called as functional deep neural network (FDN...
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02/28/2021
Optimal Imperfect Classification for Gaussian Functional Data
Existing works on functional data classification focus on the constructi...
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12/08/2020