Functional data learning using convolutional neural networks

Functional data learning using convolutional neural networks

In this paper, we show how convolutional neural networks (CNNs) can be used in regression and classification learning problems for noisy and non-noisy functional data (FD). The main idea is to transform the FD into a 28 by 28 image. We use a specific but typical architecture of a CNN to perform all...

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Bibliographic Details
Main Authors: J Galarza, T Oraby
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:Machine Learning: Science and Technology
Subjects:
functional data learning
deep learning
convolutional neural networks
regression
classification
Online Access:https://doi.org/10.1088/2632-2153/ad2627

Internet

https://doi.org/10.1088/2632-2153/ad2627

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