Research interest: Biomedical applications of machine learning and data mining.
“I am postdoctoral researcher working on the overarching problem of dementia prediction in (elderly) healthy individuals. Particularly, I will use heterogenous data coming from structural Magnetic Resonance Imaging (MRI), neuropsychological tests, and genetic risk assessment for that task.
At Universidad Carlos III de Madrid my research has aimed to support medical decisions. During my master’s degree, I developed new machine learning algorithms to determine if skin moles are melanoma. I also developed (in the course of my doctoral studies) data mining techniques to extract patterns of behavior of psychiatric patients, using data obtained in real time from their electronic devices”.
Education
Bachelor of Science (ScB) in Biomedical Engineering
Universidad Carlos III de Madrid: “Optical Imaging in Presence of Scattering”.
Master of Science (MSc) in Image Processing, Multimedia and Communications
Universidad Carlos III de Madrid: “Automatic Detection of Melanoma Based on the Evolution of Dermoscopic Images”.
Doctor of Philosophy (PhD) in Machine Learning
Universidad Carlos III de Madrid: “Objective Assessment of Psychiatric Patients via Machine Learning”.
Publications
- P. Bonilla-Escribano, D. Ramírez, A. Sedano-Capdevila, J.J. Campaña-Montes, E. Baca-García, P. Courtet, and A. Artés-Rodríguez, “Assessment of e-social activity in psychiatric patients,” IEEE Journal of Biomedical and Health Informatics, 23(6), pp.2247-2256, 2019.
- P. Bonilla-Escribano, D. Ramírez, A. Porras-Segovia, and A. Artés-Rodríguez, “Assessment of variability in irregularly sampled time series: Applications to mental healthcare,” Mathematics, vol. 9, no. 1, p. 71, 2021.
- P. Bonilla-Escribano, D. Ramírez, E., Baca-García, P. Courtet, A. Artés-Rodríguez, and J. López-Castromán, “Multidimensional variability in ecological assessments predicts two clusters of suicidal patients,” Scientific Reports, 2023.
Conferences
- P. Bonilla-Escribano, D. Ramírez, A. Sedano-Capdevila, J.J. Campaña-Montes, E. Baca-García, P. Courtet, and A. Artés-Rodríguez, “Assessment of e-social activity in psychiatric patients,” IEEE Journal of Biomedical and Health Informatics, 23(6), pp.2247-2256, 2019.
- P. Bonilla-Escribano, D. Ramírez, and A. Artés-Rodríguez, “Modeling phone call durations via switching Poisson processes with applications in mental health,” in 2020 IEEE 30th International Workshop on Machine Learning for Signal Processing (MLSP), pp. 1-6, IEEE, 2020.