3 papers
stat.ML2026
Learning Transition Kernels of Jump-Diffusion Processes with Conditional Diffusion Models
Yuzhen Zhao, Yating Liu, Quentin Guibert
We study the problem of learning transition kernels for time-homogeneous jump-diffusion processes using conditional diffusion models, with the goal of generating new sample paths f…
stat.AP2024
Estimating Disease-Free Life Expectancy based on Clinical Data from the French Hospital Discharge Database
Oleksandr Sorochynskyi, Quentin Guibert, Frédéric Planchet +1
The development of health indicators to measure healthy life expectancy (HLE) is an active field of research aimed at summarizing the health of a population. Although many health i…
stat.AP2024
Impacts of Climate Change on Mortality: An extrapolation of temperature effects based on time series data in France
Quentin Guibert, Gaëlle Pincemin, Frédéric Planchet
Most contemporary mortality models rely on extrapolating trends or past events. However, population dynamics will be significantly impacted by climate change, notably the influence…