Papers matching “high-dimensional parameters” 71
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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, F M Wagner, Wolfgang Nowak
0citations -
A Comprehensive Workflow for Applying Single-Cell Clustering and Pseudotime Analysis to Flow Cytometry Data2020 The Journal of Immunology article Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access
Janine E. Melsen, Monique M. van Ostaijen-ten Dam, Arjan C. Lankester, Marco W. Schilham, Erik B. van den Akker
56citations -
MO386: Visualising and Differentiating Kidney Disorders by Urinary Peptidomics Using a Machine Learning Approach2022 Nephrology Dialysis Transplantation conference-abstract Medicine Chronic Kidney Disease and Diabetes
Justyna Siwy, Emmmanouil Mavrogeorgis, Tianlin He, Harald Mischak, Harald Rupprecht, Joachim Beige
1citations -
Automated importance sampling via optimal control for stochastic reaction networks: A Markovian projection–based approach2024 Journal of Computational and Applied Mathematics article Economics, Econometrics and Finance Stochastic processes and financial applications Open access
Chiheb Ben Hammouda, Nadhir Ben Rached, Raul F. Tempone, Sophia Wiechert
2citations -
Automated Importance Sampling via Optimal Control for Stochastic Reaction Networks: A Markovian Projection-based Approach2023 arXiv (Cornell University) preprint Economics, Econometrics and Finance Stochastic processes and financial applications Open access
Chiheb Ben Hammouda, Nadhir Ben Rached, Raul F. Tempone, Sophia Wiechert
0citations -
CosmicNet II: emulating extended cosmologies with efficient and accurate neural networks2022 Journal of Cosmology and Astroparticle Physics article Physics and Astronomy Cosmology and Gravitation Theories Open access
Sven Günther, Julien Lesgourgues, Georgios Samaras, Nils Schöneberg, Florian Stadtmann, Christian Fidler, +1 more
34citations -
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 -
Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models2022 Frontiers in Materials article Physics and Astronomy Model Reduction and Neural Networks Open access
Arnd Koeppe, Franz Bamer, Michael A. Selzer, Britta Nestler, Bernd A. Markert
41citations -
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 -
Stochastic Differential Equations for Performance Analysis of Wireless Communication Systems2025 IEEE Transactions on Wireless Communications article Engineering Advanced Wireless Communication Techniques Open access
Eya Ben Amar, Nadhir Ben Rached, Raul F. Tempone, Mohamed‐Slim Alouini
5citations