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A Jump-Diffusion Framework for Irregular Time Series Generation

Pfohl, O. et al.
arXiv (All) · Papers
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machine-learningnumerical-analysis
We propose a framework for generative modeling of continuous-time processes from irregularly and asynchronously recorded data. It is based on the matching of generators and accommodates discontinuous trajectories. Analytical formulas for diffusion and jump bridges yield a family of reference generat
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