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Deep learning for compressive sensing: a ubiquitous systems perspective

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Bibliographic Details
Main Authors: Alina L. Machidon, Machidon, Veljko, Pejović
Format: Book
Language:English
Published: Springer 2023
Subjects:
CS
DL
Online Access:https://link.springer.com/article/10.1007/s10462-022-10259-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7342
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spelling oai:localhost:PNK-73422023-03-30T08:30:46Z Deep learning for compressive sensing: a ubiquitous systems perspective Alina L. Machidon, Machidon Veljko, Pejović CS DL CC BY Compressive sensing (CS) is a mathematically elegant tool for reducing the sensor sampling rate, potentially bringing context-awareness to a wider range of devices. Nevertheless, practical issues with the sampling and reconstruction algorithms prevent further proliferation of CS in real world domains, especially among heterogeneous ubiquitous devices. Deep learning (DL) naturally complements CS for adapting the sampling matrix, reconstructing the signal, and learning from the compressed samples. While the CS–DL integration has received substantial research interest recently, it has not yet been thoroughly surveyed, nor has any light been shed on practical issues towards bringing the CS–DL to real world implementations in the ubiquitous computing domain. 2023-03-30T08:30:46Z 2023-03-30T08:30:46Z 2023 Book https://link.springer.com/article/10.1007/s10462-022-10259-5 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7342 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic CS
DL
spellingShingle CS
DL
Alina L. Machidon, Machidon
Veljko, Pejović
Deep learning for compressive sensing: a ubiquitous systems perspective
description CC BY
format Book
author Alina L. Machidon, Machidon
Veljko, Pejović
author_facet Alina L. Machidon, Machidon
Veljko, Pejović
author_sort Alina L. Machidon, Machidon
title Deep learning for compressive sensing: a ubiquitous systems perspective
title_short Deep learning for compressive sensing: a ubiquitous systems perspective
title_full Deep learning for compressive sensing: a ubiquitous systems perspective
title_fullStr Deep learning for compressive sensing: a ubiquitous systems perspective
title_full_unstemmed Deep learning for compressive sensing: a ubiquitous systems perspective
title_sort deep learning for compressive sensing: a ubiquitous systems perspective
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10462-022-10259-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7342
_version_ 1761821914923270144
score 8.88091

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