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stat.ML2025
Using latent representations to link disjoint longitudinal data for mixed-effects regression
Clemens Schächter, Maren Hackenberg, Michelle Pfaffenlehner +6
Many rare diseases offer limited established treatment options, leading patients to switch therapies when new medications emerge. To analyze the impact of such treatment switches w…
stat.ML2025
Nonparametric Filtering, Estimation and Classification using Neural Jump ODEs
Jakob Heiss, Florian Krach, Thorsten Schmidt +1
Neural Jump ODEs model the conditional expectation between observations by neural ODEs and jump at arrival of new observations. They have demonstrated effectiveness for fully data-…