Juan David Martínez-Vargas

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 16

Top Topics

Temporal Constraints

Unsupervised Learning

Top Venues

Int. J. Neural Syst.

Publications

Daniel Alexis Nieto-Mora, Maria Cristina Ferreira de Oliveira, Camilo Sanchez-Giraldo, Leonardo Duque-Muñoz, Claudia Victoria Isaza Narvaez, Juan David Martínez-Vargas
Soundscape Characterization Using Autoencoders and Unsupervised Learning. Sensors 24 (8) (2024)
Andrés Eduardo Castro-Ospina, Miguel Angel Solarte-Sanchez, Laura Stella Vega-Escobar, Claudia Isaza, Juan David Martínez-Vargas
Graph-Based Audio Classification Using Pre-Trained Models and Graph Neural Networks. Sensors 24 (7) (2024)
David Jiménez-Murillo, Andrés Eduardo Castro-Ospina, Leonardo Duque-Muñoz, Juan David Martínez-Vargas, Jazmín Ximena Suárez-Revelo, Jorge Mario Vélez-Arango, María de la Iglesia-Vayá
Automatic Detection of Focal Cortical Dysplasia Using MRI: A Systematic Review. Sensors 23 (16) (2023)
Andrés Quintero-Zea, Juan David Martínez-Vargas, Diana Gómez, Natalia Trujillo, José David López
Classification of Psychophysiological Patterns During Emotional Processing Using SVM. IWINAC (1) (2022)
Yohan Ricardo Céspedes Villar, Juan David Martínez-Vargas, Germán Castellanos-Domínguez
Influence of Patient-Specific Head Modeling on EEG Source Imaging. Comput. Math. Methods Medicine 2020 (2020)
Juan David Martínez-Vargas, Leonardo Duque-Muñoz, Jesús Francisco Vargas-Bonilla, José David López, Germán Castellanos-Domínguez
Enhanced Data Covariance Estimation Using Weighted Combination of Multiple Gaussian Kernels for Improved M/EEG Source Localization. Int. J. Neural Syst. 29 (6) (2019)
Pablo Andrés Muñoz-Gutiérrez, Juan David Martínez-Vargas, Sergio García-Vega, Eduardo Giraldo, Germán Castellanos-Domínguez
EEG Based Brain Mapping by Using Frequency-Spatio-Temporal Constraints. BI (2018)
Juan David Martínez-Vargas, D. A. Nieto-Mora, Pablo Andrés Muñoz-Gutiérrez, Y. R. Céspedes-Villar, Eduardo Giraldo, Germán Castellanos-Domínguez
Assessment of Source Connectivity for Emotional States Discrimination. BI (2018)
Fily Mateos Grisales-Franco, J. M. Medina-Salcedo, D. M. Ovalle-Martínez, Juan David Martínez-Vargas, Daniel Guillermo García-Murillo, Germán Castellanos-Domínguez
EEG Source Imaging Based on Dynamic Sparse Coding as ADHD Biomarker. IWINAC (1) (2017)
Juan David Martínez-Vargas, José David López, Felipe Rendón-Castrillón, Gregor Strobbe, Pieter van Mierlo, Germán Castellanos-Domínguez, Diana Ovalle-Martínez
Identification of Nonstationary Brain Networks Using Time-Variant Autoregressive Models. IWINAC (1) (2017)
Jorge Ivan Padilla-Buriticá, Juan David Martínez-Vargas, A. Suárez-Ruiz, José Manuel Ferrández, Germán Castellanos-Domínguez
Spatial Resolution of EEG Source Reconstruction in Assessing Brain Connectivity Analysis. IWINAC (2) (2017)
E. Cuartas-Morales, Y. R. Céspedes-Villar, Juan David Martínez-Vargas, L. F. Arteaga-Daza, César Germán Castellanos-Domínguez
Influence of Population Dependent Forward Models on Distributed EEG Source Reconstruction. IWINAC (1) (2017)
Leonardo Duque-Muñoz, Juan David Martínez-Vargas, Germán Castellanos-Domínguez, Jesús Francisco Vargas-Bonilla, José David López
Non-linear Covariance Estimation for Reconstructing Neural Activity with MEG/EEG Data. IWINAC (1) (2017)
E. Giraldo-Suárez, Juan David Martínez-Vargas, Germán Castellanos-Domínguez
Reconstruction of Neural Activity from EEG Data Using Dynamic Spatiotemporal Constraints. Int. J. Neural Syst. 26 (7) (2016)
Juana Valeria Hurtado-Rincón, Juan David Martínez-Vargas, Sebastian Rojas-Jaramillo, Eduardo Giraldo, Germán Castellanos-Domínguez
Identification of Relevant Inter-channel EEG Connectivity Patterns: A Kernel-Based Supervised Approach. BIH (2016)
Jorge I. Padilla-Buritica, Juan David Martínez-Vargas, Germán Castellanos-Domínguez
Emotion Discrimination Using Spatially Compact Regions of Interest Extracted from Imaging EEG Activity. Frontiers Comput. Neurosci. 10 (2016)
Juan David Martínez-Vargas, Fily Mateos Grisales-Franco, Germán Castellanos-Domínguez
Estimation of M/EEG Non-stationary Brain Activity Using Spatio-temporal Sparse Constraints. IWINAC (1) (2015)
Juan David Martínez-Vargas, Cristian Castro Hoyos, J. J. Espinosa-Oviedo, A. M. Álvarez-Mesa, Germán Castellanos-Domínguez
Single-Channel Separation Between Stationary and Non-stationary Signals Using Relevant Information. IbPRIA (2015)
Sebastián Castaño-Candamil, Johannes Höhne, Juan David Martínez-Vargas, Xing-Wei An, Germán Castellanos-Domínguez, Stefan Haufe
Solving the EEG inverse problem based on space-time-frequency structured sparsity constraints. NeuroImage 118 (2015)
Juan David Martínez-Vargas, Cristian Castro Hoyos, Germán Castellanos-Domínguez
Entropy-based multichannel measure of stationarity for characterization of motor imagery patterns. EMBC (2014)
Juan David Martínez-Vargas, Cristian Castro Hoyos, Andrés Marino Álvarez-Meza, Carlos Daniel Acosta-Medina, Germán Castellanos-Domínguez
Recursive Separation of Stationary Components by Subspace Projection and Stochastic Constraints. ICPR (2014)
Cristian Castro Hoyos, Fily Mateos Grisales-Franco, Juan David Martínez-Vargas, Carlos Daniel Acosta-Medina, Germán Castellanos-Domínguez
Stationary Signal Separation Using Multichannel Local Segmentation. CIARP (2014)
Juan David Martínez-Vargas, J. Sebastián Castaño-Candamil, Germán Castellanos-Domínguez
Identification of brain networks using time-varying spatial constraints of neural activity reconstruction. EMBC (2014)
Andrés Orozco-Duque, Juan David Martínez-Vargas, Daniel Novák, John Bustamante, Germán Castellanos-Domínguez
Feature selection for discrimination of fractionation levels in atrial electrograms. EMBC (2014)
David Cárdenas-Peña, Juan David Martínez-Vargas, Germán Castellanos-Domínguez
Local binary fitting energy solution by graph cuts for MRI segmentation. EMBC (2013)
Juan David Martínez-Vargas, Juan Ignacio Godino-Llorente, Germán Castellanos-Domínguez
Time-frequency based feature selection for discrimination of non-stationary biosignals. EURASIP J. Adv. Signal Process. 2012 (2012)
David Cárdenas-Peña, Juan David Martínez-Vargas, Germán Castellanos-Domínguez
Extraction of Stationary Spectral Components Using Stochastic Variability. CIARP (2012)
Diego Hernán Peluffo-Ordóñez, Juan David Martínez-Vargas, Germán Castellanos-Domínguez
Effect of latency on clustering of P300 recordings for ADHD discrimination. EMBC (2012)
Juan David Martínez-Vargas, Lina María Sepúlveda-Cano, Carlos Manuel Travieso-González, Germán Castellanos-Domínguez
Detection of obstructive sleep apnoea using dynamic filter-banked features. Expert Syst. Appl. 39 (10) (2012)
Juan David Martínez-Vargas, David Cárdenas-Peña, Germán Castellanos-Domínguez
Extraction of stationary components in biosignal discrimination. EMBC (2012)
Juan David Martínez-Vargas, Lina María Sepúlveda-Cano, Germán Castellanos-Domínguez
On determining available stochastic features by spectral splitting in obstructive sleep apnea detection. EMBC (2011)
Jorge Andrés Gómez García, Juan David Martínez-Vargas, Germán Castellanos-Domínguez
Complexity-based analysis for the detection of heart murmurs. EMBC (2011)