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Listar Artículos (Ciencias de la Computación e Inteligencia Artificial) por autor "Paluzo Hidalgo, Eduardo"
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Artículo
Representative datasets for neural networks
González Díaz, Rocío; Paluzo Hidalgo, Eduardo; Gutiérrez Naranjo, Miguel Ángel (Elsevier, 2018)Neural networks present big popularity and success in many fields. The large training time process problem is a very ...
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Representative Datasets: The Perceptron Case
González Díaz, Rocío; Gutiérrez Naranjo, Miguel Ángel; Paluzo Hidalgo, Eduardo (Cornell University, 2019)One of the main drawbacks of the practical use of neural networks is the long time needed in the training process. Such ...
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Artículo
Trainable and explainable simplicial map neural networks
Paluzo Hidalgo, Eduardo; González Díaz, Rocío; Gutiérrez Naranjo, Miguel Ángel (ELSEVIER SCIENCE INC, 2024)Simplicial map neural networks (SMNNs) are topology-based neural networks with interesting properties such as universal ...
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Artículo
Two-hidden-layer Feedforward Neural Networks are Universal Approximators: A Constructive Approach
González Díaz, Rocío; Gutiérrez Naranjo, Miguel Ángel; Paluzo Hidalgo, Eduardo (Cornell University, 2019)It is well known that Artificial Neural Networks are universal approximators. The classical result proves that, given a ...