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.
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):
Education
Esp, Postgraduate certificate in Finances, Universidad del Rosadio
01 Sep 2020 → 30 Sep 2021
Award Date: 30 Sep 2021
PhD, Electronics Engineering, KU Leuven
Award Date: 07 Jun 2013
Master, Industrial Control Engineering, Universidad de Ibagué
Award Date: 17 Dec 2007
Bachelor, Electronics Engineering, Universidad de Ibagué
Award Date: 10 Dec 2004
Minciencias Category
- Senior
Keywords
- TK Electrical engineering. Electronics Nuclear engineering
- artificial intelligence
- machine learning
- Biomedical signal processing
- Interpretability
Fingerprint
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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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Unsupervised machine learning for the classification of astrophysical X-ray sources
Pérez-Diaz, V. S., Martinez-Galarza, J. R., Caicedo, A. & D’Abrusco, R., 24 Jan 2024, In: Monthly Notices of the Royal Astronomical Society. p. stae260 20 p.Research output: Contribution to journal › Article › peer-review
9 Scopus citations -
On the compactness and the essential norm of operators defined by infinite tridiagonal matrices
Caicedo, A., Ramos-Fernández, J. C. & Salas-Brown, M., 2023, In: Concrete Operators. 10, 1, 1 p., 20220143.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Neurocardiovascular coupling: revealing insight in perioperative neonatal physiology
Hendrikx, D., Costerus, S., Caicedo, A., Zahn, K., Perez-Ortiz, A., Van Huffel, S., de Graaff, J., Wijnen, R., Wessel, L., Tibboel, D. & Naulaers, G., 2022, In: European Journal Of Anaesthesiology. 39, 8, p. 662-672 11 p., PMC9451916.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Cerebral Oxygenation and Activity During Surgical Repair of Neonates With Congenital Diaphragmatic Hernia: A Center Comparison Analysis
Costerus, S. A., Hendrikx, D., IJsselmuiden, J., Zahn, K., Perez-Ortiz, A., Van Huffel, S., Flint, R. B., Caicedo, A., Wijnen, R., Wessel, L., de Graaff, J. C., Tibboel, D. & Naulaers, G., 17 Dec 2021, In: Frontiers in Pediatrics. 9, 798952.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Cerebral oxygen saturation and autoregulation during hypotension in extremely preterm infants
Thewissen, L., Naulaers, G., Hendrikx, D., Caicedo, A., Barrington, K., Boylan, G., Cheung, P. Y., Corcoran, D., El-Khuffash, A., Garvey, A., Macko, J., Marlow, N., Miletin, J., O’Donnell, C. P. F., O’Toole, J. M., Straňák, Z., Van Laere, D., Wiedermannova, H. & Dempsey, E., Aug 2021, In: Pediatric Research. 90, 2, p. 373-380 8 p.Research output: Contribution to journal › Article › peer-review
30 Scopus citations