My research focuses on Distributed Machine Learning, AI systems, data analytics and their applications in health, public sector and industry. Selected publications include:
Journals:
Generation of 3D Distributions Using Wasserstein Distance in Hybrid Quantum-Classical Generative Adversarial Networks. Franco, J., Benavides, L., Jarrah-Nezhad, Y., Garzón-Alfonso, W. The 23rd IEEE/ACIS International Conference on Software Engineering, Management and Applications (SERA 2025) (May 29, 2025) Link
Virtual Reality Critical Thinking Training of Engineers in the Vertical Transportation Industry. Jarrah-Nezhad, Y., Paipa-Galeano, L. A., Bernal-Torres, C. A., Garzón-Alfonso, W., et. al. (2024). IEEE Access. Link
A taxonomy of tools and approaches for distributed genomic analyses. Garzón, W., Benavides, L., Gaignard, A., Redon, R., & Südholt, M. (2022). Informatics in Medicine Unlocked. Link
A Semantic Framework for the Design of Distributed Reactive Real-Time Languages and Applications. Sanabria-Ardila, M., Navarro, L. D. B., Diaz-Lopez, D., & Garzón-Alfonso, W. IEEE Access. July 2020. Link
Evaluation of collaborative consumption of food delivery services through web mining techniques. Correa, Juan C and Garzón, Wilmer and Brooker, Phillip and Sakarkar, Gopal and Carranza, Steven A and Yunado, Leidy and Rincón, Alejandro. Journal of Retailing and Consumer Services. January 2019. Link
Conferences and Workshops:
On distributed collaboration for biomedical analyses. Boujdad, F. Z., Gaignard, A., Südholt, M., Garzón-Alfonso, W., Navarro, L. D. B., & Redon, R. In CCGrid-Life 2019-Workshop on Clusters, Clouds and Grids for Life Sciences (pp. 1-10). 2019, May. Link
REAL-T: Time Modularization in Reactive Distributed Applications. Luis Daniel Benavides, Camilo Pimienta, Mateo Sanabria, Daniel Díaz, Wilmer Garzón, Willson Melo, and Hugo Arboleda. 13th Colombian Conference on Computing (13CCC). September 2018. Link
Towards a Smart Farming platform: from IoT-based crop sensing to Data Analytics. Héctor Cadavid, Wilmer Garzón, Alexander Pérez, Germán López, Cristian Mendivelso, and Carlos Ramírez. 13th Colombian Conference on Computing (13CCC). September 2018. Link
Towards Real-Time Semantics for a Distributed Event-Based MOP Language.. Sanabria, Mateo, Wilmer Garzón, and Luis D. Benavides. International Conference on Model and Data Engineering. October 2018. Link
Attended Events:
GDR RSD and ASF Winter School on Distributed Systems and Networks. February 2020 – Grenoble (Francia). Link
ACM/IFIP International Middleware Conference. December 2018 – Rennes (Francia). Link
13 Colombian Conference on Computing. September 2018 - Cartagena (Colombia). Link
10th International School on Rewriting 2018. July - August, 2018. Cali (Colombia). Link
Workshop on Big Data. May - June, 2018 - Bogotá (Colombia). Link
Book (class notes):
Mathematical models for computing. Wilmer Garzón, Luis Daniel Benavides, Rodrigo López R. An introductory book presenting a modern view of discrete mathematics. Spanish Language. Draft version, 2018