2 papers
q-bio.QM2026
A Hybrid Framework for Uncertainty Quantification in Partially Observed Dynamic Biological Systems
Alberto Portela, Julio R. Banga
Mechanistic ordinary differential equation (ODE) models are widely used in systems biology, but uncertainty quantification (UQ) remains difficult when only a subset of state variab…
stat.ML2024
Conformal Prediction in Dynamic Biological Systems
Alberto Portela, Julio R. Banga, Marcos Matabuena
Uncertainty quantification (UQ) is the process of systematically determining and characterizing the degree of confidence in computational model predictions. In the context of syste…