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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)(3)
PLoS ONE(1)
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Enfermedades(2)
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Cirugía y especialidades médicas afines(1)
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Ciencias de la computación(3)
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scopus(4)
A hybrid unsupervised-Deep learning tandem for electrooculography time series analysis
ArticleAbstract: Medical data are often tricky to get mined for patterns even by the generally demonstrated successfuPalabras claves:Autores:Atencia M., Becerra-García R.A., García-Lagos F., Joya-Caparrós G., Rodolfo García−Bermúdez, Stoean C., Stoean R., Velazquez-Perez L.Fuentes:scopusNon spontaneous saccadic movements identification in clinical electrooculography using machine learning
Conference ObjectAbstract: In this paper we evaluate the use of the machine learning algorithms Support Vector Machines (SVM),Palabras claves:classification, Clinical electrooculography, Saccade identificationAutores:Becerra-García R.A., Cuevas-Beltrán F.R., Fernández-Higuera A., García-Lagos F., Joya-Caparrós G., Rodolfo García−Bermúdez, Rodríguez-Labrada R., Velázquez-Mariño M., Velázquez-Rodríguez C.Fuentes:scopusUnsupervised Learning as a Complement to Convolutional Neural Network Classification in the Analysis of Saccadic Eye Movement in Spino-Cerebellar Ataxia Type 2
Conference ObjectAbstract: This paper aims at assessing spino-cerebellar type 2 ataxia by classifying electrooculography recorPalabras claves:classification, convolutional neural networks, K-Means, Saccadic eye movement, Self-Organizing Maps, unsupervised learningAutores:Atencia M., Becerra-García R.A., García-Lagos F., Joya-Caparrós G., Rodolfo García−Bermúdez, Stoean C., Stoean R., Velazquez-Perez L.Fuentes:scopusSaccadic points classification using multilayer perceptron and random forest classifiers in EOG recordings of patients with ataxia SCA2
Conference ObjectAbstract: In this paper, we compare the performance of two different methods for the task of electrooculogramPalabras claves:ataxia sca2, eog signals, Multilayer Perceptron, random forest, saccadesAutores:Becerra-García R.A., Joya-Caparrós G., Pino C., Rodolfo García−Bermúdez, Rodríguez R., Velazquez-Perez L.Fuentes:scopus