Diego Fabian Collazos-Huertas

Publication Activity (10 Years)

Years Active: 2015-2023
Publications (10 Years): 12

Top Topics

Linear Projection

Data Representation

Kernel Learning

Top Venues

Biomed. Signal Process. Control.

Publications

Diego Fabian Collazos-Huertas, Andrés Marino Álvarez-Meza, David Augusto Cárdenas-Peña, Germán Albeiro Castaño Duque, César Germán Castellanos-Domínguez
Posthoc Interpretability of Neural Responses by Grouping Subject Motor Imagery Skills Using CNN-Based Connectivity. Sensors 23 (5) (2023)
Diego Fabian Collazos-Huertas, Andrés Marino Álvarez-Meza, Germán Castellanos-Domínguez
Spatial interpretability of time-frequency relevance optimized in motor imagery discrimination using Deep&Wide networks. Biomed. Signal Process. Control. 68 (2021)
Diego Fabian Collazos-Huertas, Luisa Fernanda Velásquez-Martínez, Hernan Dario Perez-Nastar, Andrés Marino Álvarez-Meza, Germán Castellanos-Domínguez
Deep and Wide Transfer Learning with Kernel Matching for Pooling Data from Electroencephalography and Psychological Questionnaires. Sensors 21 (15) (2021)
Diego Fabian Collazos-Huertas, Andrés Marino Álvarez-Meza, Carlos Daniel Acosta-Medina, Germán Castaño Duque, Germán Castellanos-Domínguez
CNN-based framework using spatial dropping for enhanced interpretation of neural activity in motor imagery classification. Brain Informatics 7 (1) (2020)
Diego Fabian Collazos-Huertas, David Cárdenas-Peña, Germán Castellanos-Domínguez
Instance-Based Representation Using Multiple Kernel Learning for Predicting Conversion to Alzheimer Disease. Int. J. Neural Syst. 29 (2) (2019)
Julian Caicedo-Acosta, David Cárdenas-Peña, Diego Fabian Collazos-Huertas, Jorge I. Padilla-Buritica, Germán Castaño Duque, Germán Castellanos-Domínguez
Multiple-Instance Lasso Regularization via Embedded Instance Selection for Emotion Recognition. IWINAC (1) (2019)
Diego Fabian Collazos-Huertas, David Cárdenas-Peña, Germán Castellanos-Domínguez
Linear Projection Learned from Hybrid CKA for Enhancing Distance-Based Classifiers. CIARP (2018)
Diego Fabian Collazos-Huertas, David Cárdenas-Peña, Germán Castellanos-Domínguez
Multimodal Alzheimer Diagnosis Using Instance-Based Data Representation and Multiple Kernel Learning. IWAIPR (2018)
David Cárdenas-Peña, Diego Fabian Collazos-Huertas, Andrés Marino Álvarez-Meza, Germán Castellanos-Domínguez
Supervised kernel approach for automated learning using General Stochastic Networks. Eng. Appl. Artif. Intell. 68 (2018)
Diego Fabian Collazos-Huertas, A. Tobar-Rodriguez, David Cárdenas-Peña, Germán Castellanos-Domínguez
MRI-Based Feature Extraction Using Supervised General Stochastic Networks in Dementia Diagnosis. IWINAC (1) (2017)
David Cárdenas-Peña, Diego Fabian Collazos-Huertas, Germán Castellanos-Domínguez
Centered Kernel Alignment Enhancing Neural Network Pretraining for MRI-Based Dementia Diagnosis. Comput. Math. Methods Medicine 2016 (2016)
Diego Fabian Collazos-Huertas, Andrés Marino Álvarez-Meza, Natalia Gaviria-Gómez, Germán Castellanos-Domínguez
Kernel-Based Feature Relevance Analysis for ECG Beat Classification. IbPRIA (2015)