TINTO: Converting Tidy Data into image for classification with 2-Dimensional Convolutional Neural Networks

Castillo Cara, José Manuel, Talla-Chumpitaz, Reewos, García-Castro, Raúl y Orozco Barbosa, Luis . (2023) TINTO: Converting Tidy Data into image for classification with 2-Dimensional Convolutional Neural Networks. SoftwareX

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Título TINTO: Converting Tidy Data into image for classification with 2-Dimensional Convolutional Neural Networks
Autor(es) Castillo Cara, José Manuel
Talla-Chumpitaz, Reewos
García-Castro, Raúl
Orozco Barbosa, Luis
Materia(s) Informática
Abstract The growing interest in the use of algorithms-based machine learning for predictive tasks has generated a large and diverse development of algorithms. However, it is widely known that not all of these algorithms are adapted to efficient solutions in certain tidy data format datasets. For this reason, novel techniques are currently being developed to convert tidy data into images with the aim of using Convolutional Neural Networks (CNNs). TINTO offers the opportunity to convert tidy data into images through the representation of characteristic pixels by implementing two dimensional reduction algorithms: Principal Component Analysis (PCA) and t-distributed Stochastic Neighbour Embedding (t-SNE). Our proposal also includes a blurring technique, which adds more ordered information to the image and can improve the classification task in CNNs.
Palabras clave Tabular to image conversion
Image classification
Image blurring technique
Image generation
Convolutional neural networks
Tabular data into image
Editor(es) Elsevier
Fecha 2023
Formato application/pdf
Identificador bibliuned:557-Jmcastillo-0003
http://e-spacio.uned.es/fez/view/bibliuned:557-Jmcastillo-0003
DOI - identifier https://doi.org/10.1016/j.softx.2023.101391
ISSN - identifier 2352-7110
Nombre de la revista SoftwareX
Número de Volumen 22
Publicado en la Revista SoftwareX
Idioma eng
Versión de la publicación publishedVersion
Tipo de recurso Article
Derechos de acceso y licencia http://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
Tipo de acceso Acceso abierto
Notas adicionales La versión registrada de este artículo, publicado por primera vez en SoftwareX, está disponible en línea en el sitio web del editor: Elsevier https://doi.org/10.1016/j.softx.2023.101391
Notas adicionales The registered version of this article, first published in SoftwareX, is available online at the publisher's website: Elsevier https://doi.org/10.1016/j.softx.2023.101391

 
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Creado: Wed, 28 Feb 2024, 01:00:22 CET