Time-series discrimination using feature relevance analysis in motor imagery classification AM Álvarez-Meza, LF Velasquez-Martinez, G Castellanos-Dominguez Neurocomputing 151, 122-129, 2015 | 58 | 2015 |
Entropy-based estimation of event-related de/synchronization in motor imagery using vector-quantized patterns L Velasquez-Martinez, J Caicedo-Acosta, G Castellanos-Dominguez Entropy 22 (6), 703, 2020 | 21 | 2020 |
Motor imagery classification for BCI using common spatial patterns and feature relevance analysis LF Velásquez-Martínez, AM Álvarez-Meza, CG Castellanos-Domínguez Natural and Artificial Computation in Engineering and Medical Applications …, 2013 | 19 | 2013 |
An enhanced joint Hilbert embedding-based metric to support mocap data classification with preserved interpretability CK Valencia-Marin, JD Pulgarin-Giraldo, LF Velasquez-Martinez, ... Sensors 21 (13), 4443, 2021 | 10 | 2021 |
Feature relevance analysis supporting automatic motor imagery discrimination in EEG based BCI systems AM Álvarez-Meza, LF Velásquez-Martínez, G Castellanos-Dominguez 2013 35th Annual International Conference of the IEEE Engineering in …, 2013 | 10 | 2013 |
Dynamic modeling of common brain neural activity in motor imagery tasks LF Velasquez-Martinez, F Zapata-Castano, G Castellanos-Dominguez Frontiers in Neuroscience 14, 714, 2020 | 8 | 2020 |
Deep and wide transfer learning with kernel matching for pooling data from electroencephalography and psychological questionnaires DF Collazos-Huertas, LF Velasquez-Martinez, HD Perez-Nastar, ... Sensors 21 (15), 5105, 2021 | 7 | 2021 |
Group differences in time-frequency relevant patterns for user-independent BCI applications LF Velasquez-Martinez, FY Zapata-Castaño, JI Padilla-Buritica, ... Understanding the Brain Function and Emotions: 8th International Work …, 2019 | 6 | 2019 |
Regression networks for neurophysiological indicator evaluation in practicing motor imagery tasks L Velasquez-Martinez, J Caicedo-Acosta, C Acosta-Medina, ... Brain Sciences 10 (10), 707, 2020 | 5 | 2020 |
Detecting EEG dynamic changes using supervised temporal patterns LF Velasquez-Martinez, FY Zapata-Castaño, D Cárdenas-Peña, ... Progress in Artificial Intelligence and Pattern Recognition: 6th …, 2018 | 3 | 2018 |
Kernel-based relevant feature extraction to support Motor Imagery classification L Arias-Mora, L López-Ríos, Y Céspedes-Villar, LF Velasquez-Martinez, ... 2015 20th Symposium on Signal Processing, Images and Computer Vision (STSIVA …, 2015 | 3 | 2015 |
Connectivity Analysis of Motor Imagery Paradigm Using Short-Time Features and Kernel Similarities LF Velasquez-Martinez, AM Alvarez-Meza, G Castellanos-Dominguez International Work-Conference on the Interplay Between Natural and …, 2015 | 2 | 2015 |
Subject-Oriented Dynamic Characterization of Motor Imagery Tasks Using Complexity Analysis LF Velasquez-Martinez, F Arteaga, G Castellanos-Dominguez Brain Informatics: 12th International Conference, BI 2019, Haikou, China …, 2019 | 1 | 2019 |
Relevance of common spatial patterns ranked by kernel PCA in motor imagery classification LF Velasquez-Martinez, D Luna-Naranjo, D Cárdenas-Peña, ... Brain Informatics: 12th International Conference, BI 2019, Haikou, China …, 2019 | 1 | 2019 |
Multiple instance learning selecting time-frequency features for Brain Computing Interfaces J Caicedo-Acosta, L Velasquez-Martinez, D Cárdenas-Peña, ... International Workshop on Artificial Intelligence and Pattern Recognition …, 2018 | 1 | 2018 |
Detection of EEG Dynamic Changes Due to Stimulus-Related Activity in Motor Imagery Recordings LF Velasquez-Martinez, A Alvarez-Meza, G Castellanos-Dominguez Natural and Artificial Computation for Biomedicine and Neuroscience …, 2017 | 1 | 2017 |
Relevance and redundancy analysis of PCG signals in the detection of heart murmurs by anova L Velásquez-Martínez, S Murillo-Rendón, G Castellanos-Domínguez 2012 XVII symposium of image, signal processing, and artificial vision …, 2012 | 1 | 2012 |
Discriminating mental states by extracting relevant spatial patterns under non-stationary and subject-independent constraints LF Velásquez Martínez, I Motora Universidad Nacional de Colombia, 2023 | | 2023 |
Feature Representation Frameworks to support Brain Activity Signals Analysis LF Velásquez Martínez Departamento de Ingeniería Eléctrica, Electrónica y Computación, 2015 | | 2015 |