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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)(3)
Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics(3)
Advances in Intelligent Systems and Computing(1)
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Deep neural network architecture implementation on FPGAs using a layer multiplexing scheme
Conference ObjectAbstract: In recent years predictive models based on Deep Learning strategies have achieved enormous success iPalabras claves:Deep Neural Networks, Fpga, Hardware implementation, Layer multiplexing, Supervised learningAutores:Francisco Ortega-Zamorano, Franco L., Gómez I., Iván Gómez, Jerez-Aragonés J.M.Fuentes:scopusExtension of the generalization complexity measure to real valued input data sets
Conference ObjectAbstract: This paper studies the extension of the Generalization Complexity (GC) measure to real valued inputPalabras claves:Architecture size, CAIM, Discretization algorithms, Neural network, Real-valued functionAutores:Franco L., Gómez I., Iván Gómez, Jerez-Aragonés J.M., José Luis SubiratsFuentes:scopusImproving learning and generalization capabilities of the C-Mantec constructive neural network algorithm
ArticleAbstract: C-Mantec neural network constructive algorithm Ortega (C-Mantec neural network algorithm implementatPalabras claves:C-Mantec, Constructive neural network, Feed-forward network, Learning and generalization properties, Loading problem, Support Vector MachineAutores:Francisco Ortega-Zamorano, Franco L., Gómez I., Iván Gómez, Jerez-Aragonés J.M., Mesa H.Fuentes:scopusLayer multiplexing FPGA implementation for deep back-propagation learning
ArticleAbstract: Training of large scale neural networks, like those used nowadays in Deep Learning schemes, requiresPalabras claves:Deep Neural Networks, Fpga, Hardware implementation, Layer multiplexing, Supervised learningAutores:Francisco Ortega-Zamorano, Franco L., Gómez I., Iván Gómez, Jerez-Aragonés J.M.Fuentes:scopusOptimal synthesis of Boolean functions by threshold functions
Conference ObjectAbstract: We introduce a new method foi1 obtaining optimal architectures that implement arbitrary Boolean funcPalabras claves:Autores:Franco L., Gómez I., Iván Gómez, Jerez-Aragonés J.M., José Luis SubiratsFuentes:scopusMulticlass Pattern Recognition Extension for the New C-Mantec Constructive Neural Network Algorithm
ArticleAbstract: The new C-Mantec algorithm constructs compact neural network architectures for classsification problPalabras claves:Multiclass pattern recognition, neural networks, Supervised learningAutores:Franco L., Gómez I., Iván Gómez, Jerez-Aragonés J.M., José Luis SubiratsFuentes:scopusNeural network architecture selection: Size depends on function complexity
Conference ObjectAbstract: The relationship between generalization ability, neural network size and function complexity have bePalabras claves:Autores:Franco L., Gómez I., Iván Gómez, Jerez-Aragonés J.M., José Luis SubiratsFuentes:scopus