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Neurocomputing, ISSN 0925-2312, 05/2014, Volume 132, pp. 148 - 158
Nonlinear analysis tools for studying and characterizing the dynamics of physiological signals have gained popularity, mainly because tracking sudden... 
Nonlinear dynamics | Non uniform embedding | Time-delay embedding | VOICE | TIME-SERIES | PARAMETERS | WINDOW | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Epilepsy | Pathology | Alterations | Dynamic tests | Tracking | Nonlinearity | Recording | Indicators | Complexity
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 12/2011, Volume 32, Issue 16, pp. 2171 - 2177
► We propose a new method for automatically computing the number of neighbors in LLE. ► We analyze the global and local properties of the embedding results. ►... 
Dimensionality reduction | Number of nearest neighbors | Locally linear embedding | Embedding quality | REDUCTION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Neurocomputing, ISSN 0925-2312, 05/2015, Volume 156, pp. 268 - 279
Training a given learning-based forecasting method to a satisfactory level of performance often requires a large dataset. Indeed, any data-driven methods... 
Stratified sampling | Hourly Ontario Energy Price | Data selection | Stratification | Forecasting models | CROSS-VALIDATION | NEURAL-NETWORK | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Algorithms | Machine vision | Data mining | Energy industry | Neural networks | Analysis
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2014, Volume 8827, pp. 335 - 342
Conference Proceeding
EURASIP Journal on Advances in Signal Processing, ISSN 1687-6172, 12/2011, Volume 2011, Issue 1, pp. 1 - 10
This paper presents a complementary study of the methodology for diagnosing of pathologies, based on relevance analysis of stochastic (time-variant) features... 
Quantum Information Technology, Spintronics | Engineering | Signal, Image and Speech Processing | OBSTRUCTIVE SLEEP-APNEA | HEART-RATE-VARIABILITY | DECOMPOSITION | SIGNALS | MURMUR DETECTION | TIME-FREQUENCY REPRESENTATIONS | ENGINEERING, ELECTRICAL & ELECTRONIC | Studies | Pathology | Principal components analysis | Fourier transforms | Accuracy | Methods
Journal Article
2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, ISSN 1094-687X, 08/2014, Volume 2014, pp. 2617 - 2620
Deep brain stimulation (DBS) is a neurosurgical method used to treat symptoms of movement disorders by implanting electrodes in deep brain areas. Often, the... 
Electric potential | Propagation | Force | Satellite broadcasting | Brain modeling | Mathematical model | Brain stimulation | Parkinson Disease - therapy | Algorithms | Brain - physiopathology | Computer Simulation | Humans | Deep Brain Stimulation | Models, Neurological | Parkinson Disease - physiopathology
Conference Proceeding
Neurocomputing, ISSN 0925-2312, 2010, Volume 73, Issue 10, pp. 1595 - 1605
Locally linear embedding (LLE) is a recent unsupervised learning algorithm for non-linear dimensionality reduction of high dimensional data. One advantage of... 
Dimensionality reduction | LLE | Regularization | Embedding quality | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Algorithms
Journal Article
Revista Facultad de Ingeniería, ISSN 0120-6230, 01/2016, Issue 79, pp. 50 - 62
Una categorización automática de los hablantes de acuerdo con su sexo mejora el rendimiento de un detector automático de patologías de voz. Esto se fundamenta... 
ubm | filtrado inverso | detección de la patología de voz | gmm
Journal Article
Revista Facultad de Ingeniería, ISSN 0120-6230, 01/2016, Issue 79, pp. 19 - 32
: La Ontología Genética (GO) es uno de los recursos más importantes en la bioinformática, el cual busca proporcionar un marco de trabajo unificado para la... 
predicción de funciones proteicas | ontología genética | máquinas de vectores de soporte | aprendizaje semisupervisado
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2018, Volume 11047, pp. 326 - 333
Conference Proceeding
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2018, Volume 11047, pp. 210 - 218
Conference Proceeding
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2018, Volume 11047, pp. 334 - 341
Conference Proceeding
EURASIP Journal on Advances in Signal Processing, ISSN 1687-6172, 12/2012, Volume 2012, Issue 1, pp. 1 - 18
This research proposes a generic methodology for dimensionality reduction upon time–frequency representations applied to the classification of different types... 
Engineering | Signal, Image and Speech Processing | RECOGNITION | FEATURE-EXTRACTION | 2-DIMENSIONAL PCA | FACE REPRESENTATION | MATCHING PURSUIT | TRANSFORM | HEART MURMUR DETECTION | ENGINEERING, ELECTRICAL & ELECTRONIC | Pathology | Extrapolation | Reduction | Frequency bands | Methodology | Classification | Redundant | Representations
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 2009, Volume 30, Issue 3, pp. 242 - 254
Even though, under representational restrictions, the nearest feature rules and the dissimilarity-based classifiers are feasible alternatives to the nearest... 
Representation | Feature lines | Generalization | Dissimilarity | Feature planes | NEAREST FEATURE LINE | PATTERN-CLASSIFICATION | FEATURE CLASSIFIERS | FACE RECOGNITION | RETRIEVAL | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Computer science | Flexible response (Strategy) | Universities and colleges | Deterrence (Strategy)
Journal Article
DYNA-COLOMBIA, ISSN 0012-7353, 12/2012, Volume 79, Issue 176, pp. 64 - 70
This paper presents a new method to estimate neural activity from electroencephalographic signals using a weighted time series analysis. The method considers a... 
brain mapping | weighting matrix | inverse problem | ENGINEERING, MULTIDISCIPLINARY
Journal Article
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