Papers matching “high-dimensional Bayesian inference” 27
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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 -
Bayesian galactic cartography via Gaussian processes: dark matter and interstellar gas : towards a new era of data-driven high-dimensional modelling in astrophysics0citations
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A comparison of Bayesian sampling algorithms for high-dimensional particle physics and cosmology applications2025 Computer Physics Communications article Mathematics Markov Chains and Monte Carlo Methods Open access
Joshua G. Albert, Csaba Balázs, Andrew Fowlie, Will J. Handley, N. T. Hunt-Smith, Roberto Ruiz de Austri, +1 more
11citations -
High-dimensional, outcome-dependent missing data problems: Models for the human KIR loci2025 Statistical Methods in Medical Research article Mathematics Statistical Methods and Bayesian Inference Open access
Lars L. J. van der Burg, Hein Putter, Henning Baldauf, Jürgen Sauter, Johannes Schetelig, Liesbeth C. de Wreede, +1 more
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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
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Surrogate-assisted Bayesian inference with ERT data for contaminant transport modelling in the subsurface2025 conference-abstract Earth and Planetary Sciences Geophysical and Geoelectrical Methods Open access
Maria Fernanda Morales Oreamuno, Nino Menzel, Sergey Oladyshkin, Florian Wagner, Wolfgang Nowak
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Alternatives to default shrinkage methods can improve prediction accuracy, calibration, and coverage: A methods comparison study2025 Statistical Methods in Medical Research article Mathematics Statistical Methods and Inference Open access
Mark A. van de Wiel, Gwenaël G. R. Leday, Martijn W. Heymans, Erik W. van Zwet, Aeilko Having Zwinderman, Jeroen Hoogland
2citations -
Reliability analysis of complex systems using subset simulations with Hamiltonian Neural Networks2024 Structural Safety article Decision Sciences Probabilistic and Robust Engineering Design Open access
Denny Thaler, Somayajulu L. N. Dhulipala, Franz Bamer, Bernd A. Markert, Michael D. Shields
24citations