Probabilistic graphical models : principles and techniques

• Multi-agent influence diagrams to hybrid threat modeling

  2025 The Journal of Defense Modeling and Simulation Applications Methodology Technology article Social Sciences European and Russian Geopolitical Military Strategies

  1

  citations
• StepMix: A Python Package for Pseudo-Likelihood Estimation of Generalized Mixture Models with External Variables

  2025 Journal of Statistical Software software-paper Computer Science Bayesian Methods and Mixture Models Open access

  22

  citations
• Optimizing Causal Interventions in Hybrid Bayesian Networks

  2024 Research Square preprint Computer Science Bayesian Modeling and Causal Inference Open access

  0

  citations
• A Bayesian Network Approach to Hybrid Threat Modelling

  2024 Research Square preprint Social Sciences Cybersecurity and Cyber Warfare Studies Open access

  0

  citations
• Disentangling causality: assumptions in causal discovery and inference

  2023 Artificial Intelligence Review article Computer Science Bayesian Modeling and Causal Inference Open access

  25

  citations
• Efficient Inference in Bayesian Networks with Continuous Variables A Discretization and Knowledge Compilation Approach

  2023 SSRN Electronic Journal preprint Computer Science Bayesian Modeling and Causal Inference Open access

  2

  citations
• A hybrid skill parameterisation model combining symbolic and subsymbolic elements for introspective robots

  2022 Robotics and Autonomous Systems article Engineering Robot Manipulation and Learning Open access

  6

  citations
• Disentangling causality: assumptions in causal discovery and inference

  2022 Research Square preprint Computer Science Bayesian Modeling and Causal Inference Open access

  7

  citations
• Digitalized manufacturing process sequences – foundations and analysis of the economic and ecological potential

  2022 CIRP journal of manufacturing science and technology article Engineering Digital Transformation in Industry Open access

  16

  citations
• Constraining stochastic 3-D structural geological models with topology information using approximate Bayesian computation in GemPy 2.1

  2021 Geoscientific model development article Earth and Planetary Sciences Geological Modeling and Analysis Open access

  26

  citations
• Tuple-Independent Representations of Infinite Probabilistic Databases

  2021 ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems (PODS) conference-paper Computer Science Advanced Database Systems and Queries Open access

  4

  citations
• Expected Runtime Analyis by Program Verification

  2020 Cambridge University Press eBooks book-chapter Computer Science Logic, programming, and type systems

  12

  citations
• Task specialization across research careers

  2020 eLife article Decision Sciences scientometrics and bibliometrics research Open access

  50

  citations
• Task specialization across research careers

  2020 bioRxiv (Cold Spring Harbor Laboratory) preprint Decision Sciences scientometrics and bibliometrics research Open access

  3

  citations
• Generative Datalog with Continuous Distributions

  2020 ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems (PODS) conference-paper Computer Science Advanced Database Systems and Queries

  7

  citations
• Updating of the Gaussian graphical model through targeted penalized estimation

  2020 Journal of Multivariate Analysis article Mathematics Statistical Methods and Inference Open access

  7

  citations
• Bayesian Inference by Symbolic Model Checking

  2020 Lecture notes in computer science conference-paper Computer Science Bayesian Modeling and Causal Inference Open access

  10

  citations

17 results