Nonparametric Estimation for High-Dimensional Space Models Based on a Deep Neural Network

With high dimensionality and dependence in spatial data, traditional parametric methods suffer from the curse of dimensionality problem. The theoretical properties of deep neural network estimation methods for high-dimensional spatial models with dependence and heterogeneity have been investigated o...

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Bibliographic Details
Main Authors: Hongxia Wang, Xiao Jin, Jianian Wang, Hongxia Hao
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/11/18/3899