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High-throughput parameter estimation from experimental data using Bayesian Inference with accelerated sampling2026 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Basita Das, William Heymann, Yueming Wang, Uwe Rau, Thomas Kirchartz, Tonio Buonassisi
0citations -
Euclid preparation. CII. Non-Gaussianity of two-point statistics likelihood: Parameter inference with a non-Gaussian likelihood in Fourier and configuration space2026 Springer Link (Chiba Institute of Technology) article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Sylvain Gouyou Beauchamps, J. Bel, Philippe Baratta, C. Carbone, B Altieri, Stefano Andreon, +94 more
0citations -
Bayesian parameter inference and uncertainty-informed sensitivity analysis in a 0D cardiovascular model for intraoperative hypotension2025 Computers in Biology and Medicine article Medicine Hemodynamic Monitoring and Therapy Open access
Jan‐Niklas Thiel, Marko Žličar, Ulrich Steinseifer, Borut Kirn, Michael Neidlin
1citations -
Simulation-based inference for rapid Bayesian parameter estimation in epidemiological models: a comparison with MCMC2026 arXiv (Cornell University) preprint Mathematics Markov Chains and Monte Carlo Methods Open access
Alina Bazarova, Johann F. Jadebeck, Henrik Zunker, Carolina J. Klett-Tammen, Torben Heinsohn, Wolfgang Wiechert, +2 more
0citations -
Compact Accretion Disks in the Aftermath of Tidal Disruption Events: Parameter Inference from Joint X-ray Spectra and UV/Optical Photometry Fitting2025 arXiv (Cornell University) preprint Physics and Astronomy Astrophysical Phenomena and Observations Open access
Muryel Guolo, Andrew Mummery, Sjoert van Velzen, Suvi Gezari, M. Nicholl, Y. Yao, +5 more
2citations -
Viscoplasticity model stochastic parameter identification: Multi-scale approach and Bayesian inference2022 HAL (Le Centre pour la Communication Scientifique Directe) article Decision Sciences Probabilistic and Robust Engineering Design
Cong-Uy Nguyen, Truong‐Vinh Hoang, Emina Hadžalić, Simona Dobrilla, Hermann Georg Matthies, Adnan Ibrahimbegović
0citations -
Measuring the thermal and ionization state of the low-z IGM using likelihood free inference2022 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Teng Hu, Vikram Khaire, Joseph F. Hennawi, Michael R. Walther, Hector Hiss, Justin Alsing, +3 more
7citations -
Discriminative versus generative approaches to simulation-based inference2025 Machine Learning Science and Technology article Physics and Astronomy Particle physics theoretical and experimental studies Open access
Benjamin Sluijter, Sascha Diefenbacher, W. Bhimji, Benjamin Philip Nachman
3citations -
A Quantitative Systems Pharmacology Perspective on the Importance of Parameter Identifiability2022 Bulletin of Mathematical Biology article Biochemistry, Genetics and Molecular Biology Gene Regulatory Network Analysis Open access
Anna Sher, Steven Niederer, Gary R. Mirams, Anna Kirpichnikova, Richard Allen, Pras Pathmanathan, +3 more
48citations -
The FLAMINGO Project: An assessment of the systematic errors in the predictions of models for galaxy cluster counts used to infer cosmological parameters2025 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Roi Kugel, Joop Schaye, Matthieu Schaller, Victor J. Forouhar Moreno, Robert J. McGibbon
6citations -
Markov chain Monte Carlo for Bayesian inference of the non-conducting region in intra-atrial reentrant tachycardia2026 arXiv (Cornell University) preprint Mathematics Markov Chains and Monte Carlo Methods Open access
Maarten Volkaerts, Marie Cloet, Hans Dierckx, Piet Claus, Giovanni Samaey
0citations