David Charte

According to our database, David Charte authored at least 15 papers between 2015 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

Reducing Data Complexity Using Autoencoders With Class-Informed Loss Functions.

David Charte, Francisco Charte, Francisco Herrera

IEEE Trans. Pattern Anal. Mach. Intell., 2022

A tutorial on the segmentation of metallographic images: Taxonomy, new MetalDAM dataset, deep learning-based ensemble model, experimental analysis and challenges.

Julián Luengo, Raúl Moreno, Iván Sevillano-García, David Charte, Adrián Peláez-Vegas, Marta Fernández-Moreno, Pablo Mesejo, Francisco Herrera

Inf. Fusion, 2022

2021

Revisiting data complexity metrics based on morphology for overlap and imbalance: snapshot, new overlap number of balls metrics and singular problems prospect.

José Daniel Pascual-Triana, David Charte, Marta Andrés Arroyo, Alberto Fernández, Francisco Herrera

Knowl. Inf. Syst., 2021

Slicer: Feature Learning for Class Separability with Least-Squares Support Vector Machine Loss and COVID-19 Chest X-Ray Case Study.

David Charte, Iván Sevillano-García, María Jesús Lucena-González, José Luis Martín-Rodríguez, Francisco Charte, Francisco Herrera

Proceedings of the Hybrid Artificial Intelligent Systems - 16th International Conference, 2021

2020

COVIDGR Dataset and COVID-SDNet Methodology for Predicting COVID-19 Based on Chest X-Ray Images.

Siham Tabik, Anabel Gómez-Ríos, J. L. Martín-Rodríguez, I. Sevillano-García, Manuel Rey-Area, David Charte, Emilio Guirado, Juan-Luis Suárez, Julián Luengo, M. A. Valero-González, P. García-Villanova, Eulalia Olmedo-Sánchez, Francisco Herrera

IEEE J. Biomed. Health Informatics, 2020

Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications.

Juan Manuel Górriz, Javier Ramírez, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Fermín Segovia, John Suckling, Matthew Leming, Yu-Dong Zhang, José Ramón Álvarez Sánchez, Guido Bologna, María Paula Bonomini, Fernando E. Casado, David Charte, Francisco Charte, Ricardo Contreras, Alfredo Cuesta-Infante, Richard J. Duro, Antonio Fernández-Caballero, José Manuel Ferrández

Neurocomputing, 2020

An analysis on the use of autoencoders for representation learning: Fundamentals, learning task case studies, explainability and challenges.

David Charte, Francisco Charte, María José del Jesus, Francisco Herrera

Neurocomputing, 2020

2019

A snapshot on nonstandard supervised learning problems: taxonomy, relationships, problem transformations and algorithm adaptations.

David Charte, Francisco Charte, Salvador García, Francisco Herrera

Prog. Artif. Intell., 2019

Ruta: Implementations of neural autoencoders in R.

David Charte, Francisco Herrera, Francisco Charte

Knowl. Based Syst., 2019

A Showcase of the Use of Autoencoders in Feature Learning Applications.

David Charte, Francisco Charte, María José del Jesus, Francisco Herrera

Proceedings of the From Bioinspired Systems and Biomedical Applications to Machine Learning, 2019

2018

A practical tutorial on autoencoders for nonlinear feature fusion: Taxonomy, models, software and guidelines.

David Charte, Francisco Charte, Salvador García, María José del Jesus, Francisco Herrera

Inf. Fusion, 2018

Tips, guidelines and tools for managing multi-label datasets: The mldr.datasets R package and the Cometa data repository.

Francisco Charte, Antonio J. Rivera, David Charte, María José del Jesus, Francisco Herrera

Neurocomputing, 2018

A snapshot on nonstandard supervised learning problems: taxonomy, relationships and methods.

David Charte, Francisco Charte, Salvador García, Francisco Herrera

CoRR, 2018

2016

R Ultimate Multilabel Dataset Repository.

Francisco Charte, David Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera

Proceedings of the Hybrid Artificial Intelligent Systems - 11th International Conference, 2016

2015

Working with Multilabel Datasets in R: The mldr Package.

Francisco Charte, David Charte

R J., 2015