An Adaptive Markov Chain Monte Carlo Approach to Time Series Clustering of Processes with Regime Transition Behavior. - Jana de Wiljes; Andrew Majda; Illia Horenko (Multiscale Model. Simul., 2013)

Kalman Filter and its Modern Extensions for the Continuous-time Nonlinear Filtering Problem. - Amirhossein Taghvaei; Jana de Wiljes; Prashant G. Mehta; Sebastian Reich (CoRR, 2017)

Second-order Accurate Ensemble Transform Particle Filters. - Walter Acevedo; Jana de Wiljes; Sebastian Reich (SIAM J. Sci. Comput., 2017)

Long-Time Stability and Accuracy of the Ensemble Kalman-Bucy Filter for Fully Observed Processes and Small Measurement Noise. - Jana de Wiljes; Sebastian Reich; Wilhelm Stannat (SIAM J. Appl. Dyn. Syst., 2018)

Analysis of a localised nonlinear Ensemble Kalman Bucy Filter with complete and accurate observations. - Jana de Wiljes; Xin Tong (CoRR, 2019)

Reinforcement learning and Bayesian data assimilation for model-informed precision dosing in oncology. - Corinna Maier; Niklas Hartung; Charlotte Kloft; Wilhelm Huisinga; Jana de Wiljes (CoRR, 2020)

Ensemble Transform Algorithms for Nonlinear Smoothing Problems. - Jana de Wiljes; Sahani Pathiraja; Sebastian Reich (SIAM J. Sci. Comput., 2020)

Randomised maximum likelihood based posterior sampling. - Yuming Ba; Jana de Wiljes; Dean S. Oliver; Sebastian Reich (CoRR, 2021)

Adaptive tempering schedules with approximative intermediate measures for filtering problems. - Iris Rammelmüller; Gottfried Hastermann; Jana de Wiljes (CoRR, 2024)

Bayesian LSTM for indoor temperature modeling. - Emma Hannula; Arttu Häkkinen; Antti Solonen; Felibe Uribe; Jana de Wiljes; Lassi Roininen (CoRR, 2025)