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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)
Proceedings of the 2010 10th International Conference on Intelligent Systems Design and Applications, ISDA'10(1)
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Enfermedades(3)
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Ciencias de la computación(1)
Cirugía y especialidades médicas afines(1)
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scopus(5)
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:scopusEvaluation of electro-oculography data for ataxia SCA-2 classification: A blind source separation approach
Conference ObjectAbstract: Spino Cerebellar Ataxia type 2 is an autosomal dominant cerebellar hebkp_reditary ataxia with the hiPalabras claves:Ataxia, Blind Source Separation, Computer-aided diagnosis, Electrooculography, Independent component analysisAutores:Becerra-García R.A., Peñalver J.G., Rodolfo García−Bermúdez, Ruiz F.R., Torres C., Valenzuela O., 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