Information Theory, Inference, and Learning Algorithms

• Inferring Parameters in a Complex Land Surface Model by Combining Data Assimilation and Machine Learning

  2025 Journal of Advances in Modeling Earth Systems article Earth and Planetary Sciences Meteorological Phenomena and Simulations Open access

  7

  citations
• Is Ockham’s razor losing its edge? New perspectives on the principle of model parsimony

  2025 Proceedings of the National Academy of Sciences article Arts and Humanities Philosophy and History of Science Open access

  27

  citations
• Rethinking 13C-metabolic flux analysis – The Bayesian way of flux inference

  2024 Metabolic Engineering article Biochemistry, Genetics and Molecular Biology Microbial Metabolic Engineering and Bioproduction Open access

  7

  citations
• Is Ockham’s razor losing its edge? New perspectives on the principle of model parsimony

  2024 preprint Arts and Humanities Philosophy and History of Science Open access

  6

  citations
• Impaired Punishment Learning in Conduct Disorder

  2023 Journal of the American Academy of Child & Adolescent Psychiatry article Psychology Psychopathy, Forensic Psychiatry, Sexual Offending Open access

  13

  citations
• Extremely expensive likelihoods: a variational-Bayes solution for precision cosmology

  2023 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Cosmology and Gravitation Theories Open access

  4

  citations
• Assessment Framework for Deployability of Machine Learning Models in Production

  2023 Procedia CIRP article Engineering Digital Transformation in Industry Open access

  7

  citations
• Rescaling decoder for two-dimensional topological quantum color codes on 4.8.8 lattices

  2022 Physical Review A article Computer Science Quantum Computing Algorithms and Architecture Open access

  5

  citations
• Information content of brain states is explained by structural constraints on state energetics

  2022 Physical review. E article Neuroscience Functional Brain Connectivity Studies Open access

  15

  citations
• Large-Deviation Approach to Random Recurrent Neuronal Networks: Parameter Inference and Fluctuation-Induced Transitions

  2021 Physical Review Letters article Neuroscience Neural dynamics and brain function Open access

  18

  citations
• Hybridization of an evolutionary algorithm and simulations of co-evolutionary design processes for early-stage building spatial design optimization

  2021 Automation in Construction article Engineering Architecture and Computational Design Open access

  29

  citations
• How higher goals are constructed and collapse under stress: A hierarchical Bayesian control systems perspective

  2021 Neuroscience & Biobehavioral Reviews article Neuroscience Embodied and Extended Cognition Open access

  31

  citations
• Constraining stochastic 3-D structural geological models with topology information using Approximate Bayesian Computation using GemPy 2.1

  2020 preprint Earth and Planetary Sciences Geological Modeling and Analysis Open access

  6

  citations
• Conceptual structural system layouts via design response grammars and evolutionary algorithms

  2020 Automation in Construction article Engineering Topology Optimization in Engineering Open access cited by 6 patents

  31

  citations

14 results