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Listar por autor "Tallón Ballesteros, Antonio Javier"
Mostrando ítems 1-16 de 16
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Artículo
A Two-Stage Algorithm in Evolutionary Product Unit Neural Networks for Classification
Tallón Ballesteros, Antonio Javier; Hervás Martínez, César (Elsevier, 2011-01)This paper presents a procedure to add broader diversity at the beginning of the evolutionary process. It consists of ...
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Ponencia
Accuracy Increase on Evolving Product Unit Neural Networks via Feature Subset Selection
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal; Ruiz, Roberto (Springer, 2016)A framework that combines feature selection with evolution ary artificial neural networks is presented. This paper copes ...
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Artículo
Contemporary training methodologies based on evolutionary artificial neural networks with product and sigmoid neurons for classification
Tallón Ballesteros, Antonio Javier (IOP Press, 2016-04)This thesis introduces three contributions to train feed-forward neural network models based on evolutionary computation ...
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Capítulo de Libro
Data Cleansing Meets Feature Selection: A Supervised Machine Learning Approach
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal (Springer, 2015)This paper presents a novel procedure to apply in a sequential way two data preparation techniques from a different nature ...
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Capítulo de Libro
Data Mining Methods Applied to a Digital Forensics Task for Supervised Machine Learning
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal (2014)Digital forensics research includes several stages. Once we have collected the data the last goal is to obtain a model in ...
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Ponencia
Deleting or Keeping Outliers for Classifier Training?
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal (IEEE, 2014)This paper introduces two statistical outlier detection approaches by classes. Experiments on binary and multi-class ...
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Trabajo Fin de Grado
Diseño de una herramienta on-line de intercambio de bienes y servicios para la comunidad universitaria
Luque Reyes, Jesús (2017)El presente Trabajo de Fin de Grado, titulado: “Diseño de una herramienta on-line de intercambio de bienes y servicios ...
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Artículo
Enseñanza de ingeniería informática en inglés: sistemas operativos como caso de estudio
Tallón Ballesteros, Antonio Javier (Universidad de Zulia (Maracaibo, Venezuela), 2015)Este artículo describe la experiencia desarrollada en la Universidad de Sevilla en la asignatura “Sistemas Operativos”, ...
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Artículo
Feature selection to enhance a two-stage evolutionary algorithm in product unit neural networks for complex classification problems
Tallón Ballesteros, Antonio Javier; Hervás Martínez, César; Riquelme Santos, José Cristóbal; Ruiz, Roberto (Elsevier, 2013)This paper combines feature selection methods with a two-stage evolutionary classifier based on product unit neural networks. ...
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Artículo
Filter‑based feature selection in the context of evolutionary neural networks in supervised machine learning
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal; Ruiz Sánchez, Roberto (Springer, 2020)This paper presents a workbench to get simple neural classifcation models based on product evolutionary networks via a ...
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Capítulo de Libro
Improving the Accuracy of a Two-Stage Algorithm in Evolutionary Product Unit Neural Networks for Classification by Means of Feature Selection
Tallón Ballesteros, Antonio Javier; Hervás Martínez, César; Riquelme Santos, José Cristóbal; Ruiz, Roberto (Springer, 2011)This paper introduces a methodology that improves the accuracy of a two-stage algorithm in evolutionary product unit ...
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Ponencia
Low Dimensionality or Same Subsets as a Result of Feature Selection: An In-Depth Roadma
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal (Springer, 2017-06)This paper addresses the situation that may happen after the application of feature subset selection in terms of a reduced ...
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Artículo
Merging subsets of attributes to improve a hybrid consistency-based filter: a case of study in product unit neural networks
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal; Ruiz Sánchez, Roberto (Taylor and Francis, 2016)This paper presents a quality enhancement of the selected features by a hybrid filter-based jointly on feature ranking and ...
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Tesis Doctoral
Nuevos modelos de Redes Neuronales Evolutivas para Clasificación Aplicación a Unidades Producto y Unidades Sigmoide
Tallón Ballesteros, Antonio Javier (2013) -
Artículo
Semi-wrapper feature subset selector for feed-forward neural networks: Applications to binary and multi-class classification problems
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal; Ruiz Sánchez, Roberto (ScienceDirect, 2019-08-11)This paper explores widely the data preparation stage within the process of knowledge discovery and data mining via feature ...
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Capítulo de Libro
Tackling Ant Colony Optimization Meta-Heuristic as Search Method in Feature Subset Selection Based on Correlation or Consistency Measures
Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal (Springer, 2014)This paper introduces the use of an ant colony optimization (ACO) algorithm, called Ant System, as a search method in two ...