G. Castellanos-Domínguez

Universidad Nacional de Colombia — Colombia

Neuroscience · Life Sciences

26h-index3.5kcitations391works0.92yr avg
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Research Topics

EEG and Brain-Computer Interfaces(93), Blind Source Separation Techniques(54), Neural dynamics and brain function(46), Functional Brain Connectivity Studies(38), Speech and Audio Processing(36)

Publications391 total

T-GARNet: A Transformer and Multi-Scale Gaussian Kernel Connectivity Network with Alpha-Rényi Regularization for EEG-Based ADHD Detection
Mathematics·2025Open Access
Attention Maps for Explainable Classification of Parkinson’s Disease Using Mel Filterbank-Based CTNets
Communications in computer and information science·2025
T-GARNet: A Transformer and Multi-Scale Gaussian Kernel Connectivity Network with Alpha-Rényi Regularization for EEG-Based ADHD Detection
Preprints.org·2025Open Access
An Interpretable Artificial Intelligence Approach for Reliability and Regulation-Aware Decision Support in Power Systems
Preprints.org·2025Open Access
Gaussian Connectivity-Driven EEG Imaging for Deep Learning–Based Motor Imagery Classification
Preprints.org·2025Open Access
Artificial Intelligence-Driven Mobile Platform for Thermographic Imaging to Support Maternal Health Care
Computers·2025· 1 citedOpen Access
Pulse-Driven Spin Paradigm for Noise-Aware Quantum Classification
Computers·2025Open Access
CrowdAttention: An Attention Based Framework to Classify Crowdsourced Data in Medical Scenarios
Sensors·2025Open Access
Explainable Deep Kernel Learning for Interpretable Automatic Modulation Classification
Computers·2025· 1 citedOpen Access
Integrating Cacao Physicochemical-Sensory Profiles via Gaussian Processes Crowd Learning and Localized Annotator Trustworthiness
Foods·2025Open Access
Conditional Domain Adaptation with α-Rényi Entropy Regularization and Noise-Aware Label Weighting
Mathematics·2025Open Access
Enhancing agricultural data interpretability and visualization with TabNet-driven feature extraction and Local Biplots
Results in Engineering·2025· 2 citedOpen Access
Uncertainty-Aware Deep Learning for Robust and Interpretable MI EEG Using Channel Dropout and LayerCAM Integration
Applied Sciences·2025· 2 citedOpen Access
Conditional Domain Adaptation with α-Rényi Entropy Regularization and Noise-Aware Label Weighting
Preprints.org·2025Open Access
Integrating Cacao Physicochemical-Sensory Profiles via Gaussian Processes Crowd Learning and Localized Annotator Trustworthiness
Preprints.org·2025Open Access
Uncertainty-Aware Deep Learning for Robust and Interpretable MI EEG using Channel Dropout and LayerCAM Integration
Preprints.org·2025Open Access
Revolutionizing Data Exchange Through Intelligent Automation: Insights and Trends
Computers·2025Open Access
An Explainable Framework Integrating Local Biplots and Gaussian Processes for Unemployment Rate Prediction in Colombia
Computation·2025Open Access
EEG Signal Prediction for Motor Imagery Classification in Brain–Computer Interfaces
Sensors·2025· 5 citedOpen Access
Cross-Dataset Data Augmentation Using UMAP for Deep Learning-Based Wind Speed Prediction
Computers·2025· 1 citedOpen Access
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Frequent Co-authors

Andrés Marino Álvarez-Meza(11), Juan Ignacio Godino-Llorente(7), Genaro Daza-Santacoloma(7), David Cárdenas‐Peña(6), Julián D. Arias-Londoño(6), Nicolás Sáenz-Lechón(3), Víctor Osma-Ruiz(3), Luis David Avendaño-Valencia(3), A.F. Quiceno-Manrique(3), Manuel Blanco–Velasco(3), Carlos M. Travieso(3), Juliana Valencia-Aguirre(3), Juan Rafael Orozco‐Arroyave(3), Santiago Murillo Rendón(3), J. F. Vargas‐Bonilla(3), J. D. Martínez-Vargas(3), Carlos Medina(3), Diego Fabián Collazos-Huertas(3), Mauricio Orozco‐Alzate(3), Oscar Cardona-Morales(2)