Research output per year
Research output per year
Overview
Personal profile
I am an engineer with an interest in biomedical signal processing and artificial intelligence, specifically in machine learning and data analysis. The focus of my research activities is on using advanced signal processing and machine learning techniques to understand (patho)physiological processes, as well as to develop new techniques to improve current diagnosis and prognosis. My main line of work has been related to the development of interpretable models and, in recent years, the development of new algorithms for training machine learning models.
Education
PhD, PhD in Engineering
Award Date: 07 Jun 2013
Master, Master in Industrial Control Engineering
Award Date: 17 Dec 2007
Bachelor, Electronic Engineering
Award Date: 10 Dec 2004
Category in the National Science System 2024
- Senior
Associated academic programs - Bogotá
- Bioengineering
- Doctorate in Engineering
- Electronic Engineering
- Mechatronic Engineering
- Mechanical Engineering
- Master's Degree in Bioengineering
- Master's Degree in Artificial Intelligence
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
Fingerprint
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- 1 Similar Profiles
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Neural Network Pruning Using Nonlinear Oblique Subspace Projections
Pena-Campos, J., Caicedo, A., Patino, D. & Ocampo-Martinez, C., 2026, International Conference on Artificial Intelligence, Computer, Data Sciences, and Applications, ACDSA 2026. Institute of Electrical and Electronics Engineers Inc., (International Conference on Artificial Intelligence, Computer, Data Sciences, and Applications, ACDSA 2026).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
GENERALIZED ASYMPTOTIC NOTATIONS VIA FILTERS: A NEW FRAMEWORK FOR ALGORITHM ANALYSIS
Caicedo, A., López-Chacón, V. & Salas-Brown, M., 2025, In: Ural Mathematical Journal. 11, 2, p. 70-80 11 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Mapping functional hemodynamic and metabolic responses to dementia: a broadband spectroscopy pilot study
Acharya, D., Butters, E., Caicedo, A., Su, L., O'Brien, J. & Bale, G., 03 Sep 2025, In: Journal of Biomedical Optics. 30, S2, p. S23910-1 - S23910-12 12 p., S23910.Research output: Contribution to journal › Article › peer-review
Open Access3 Scopus citations -
Model Predictive Control for Personalized Abiraterone Administration in Metastatic Castrate-Resistant Prostate Cancer
Pena-Campos, J., Ocampo-Martinez, C., Patino, D. & Caicedo, A., 14 Oct 2025, In: IEEE Colombian Conference on Automatic Control, CCAC. 2025, 6 p.Research output: Contribution to journal › Conference article › peer-review
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Retrieving interpretability to support vector machine regression models in dynamic system identification
Patiño Guevara, D. A., Caicedo, A., Peña Campos, J. S., Ocampo-Martinez, C., Ramos-Fernández, J. C. & Salas-Brown, M., 19 Dec 2025, In: Frontiers in Artificial Intelligence. 8, 2925, p. 01-18 18 p., 1706566.Research output: Contribution to journal › Article › peer-review
Open Access
Projects
- 1 Active
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Exploración de modelos de inteligencia artificial basados en habla y análisis acústico para la predicción de trastornos neurocognitivos en adultos mayores
Rodríguez-Dueñas, W. R. (PI), Verhelst Forero, P. R. (PI), Caicedo Dorado, A. (CoI) & Assistant, R. (Asis)
01/10/25 → 30/09/27
Project: Research