Sergio Alejandro Holguin-Garcia

According to our database, Sergio Alejandro Holguin-Garcia authored at least 4 papers between 2024 and 2025.

Collaborative distances:

• Dijkstra number of six.
• Erdős number of five.

2025

Transformers and capsule networks <i>vs</i> classical ML on clinical data for alzheimer classification.

Mario Alejandro Bravo-Ortiz, Sergio Alejandro Holguin-Garcia, Ernesto Guevara-Navarro, Esteban Cerón-Cabrera, Alejandro Mora-Rubio, Harold Brayan Arteaga-Arteaga, Gonzalo A. Ruz, Reinel Tabares-Soto

PeerJ Comput. Sci., 2025

2024

A systematic review of vision transformers and convolutional neural networks for Alzheimer's disease classification using 3D MRI images.

Mario Alejandro Bravo-Ortiz, Sergio Alejandro Holguin-Garcia, Sebastián Quiñones Arredondo, Alejandro Mora-Rubio, Ernesto Guevara-Navarro, Harold Brayan Arteaga-Arteaga, Gonzalo A. Ruz, Reinel Tabares-Soto

Neural Comput. Appl., December, 2024

A comparative study of CNN-capsule-net, CNN-transformer encoder, and Traditional machine learning algorithms to classify epileptic seizure.

Sergio Alejandro Holguin-Garcia, Ernesto Guevara-Navarro, Alvaro Eduardo Daza-Chica, Maria Alejandra Patiño-Claro, Harold Brayan Arteaga-Arteaga, Gonzalo A. Ruz, Reinel Tabares-Soto, Mario Alejandro Bravo-Ortiz

BMC Medical Informatics Decis. Mak., December, 2024

SpectroCVT-Net: A convolutional vision transformer architecture and channel attention for classifying Alzheimer's disease using spectrograms.

Mario Alejandro Bravo-Ortiz, Ernesto Guevara-Navarro, Sergio Alejandro Holguin-Garcia, Mariana Rivera-Garcia, Oscar Cardona-Morales, Gonzalo A. Ruz, Reinel Tabares-Soto

Comput. Biol. Medicine, 2024