Janneke Bolt

Dr. ir. Janneke Bolt is a Researcher at the Department of Information and Computing Sciences, Faculty of Science, Utrecht University. Her work focuses on Bayesian networks, probabilistic graphical models, and independence relations in Artificial Intelligence and Data Science.

She has published extensively on topics such as probabilistic independence, loopy propagation, and sensitivity functions. Her recent research includes self-adhesivity in lattices of abstract conditional independence models and Bayesian network applications in medicine. Collaborators include L.C. van der Gaag and S. Renooij.

• Research Areas:
  • Bayesian Networks
  • Probabilistic Inference
  • Independence Relations
  • Machine Learning
  • Uncertainty Quantification
  • Medical AI
• Recent Publications (2025-2014):
  • Self-adhesivity in Lattices (2025)
  • Bayesian Networks in Medicine (2024)
  • Semi-Graphoid Rule Generalizations (2023)
  • Lattice-Based Independence Representations (2020)
  • Multi-Dimensional Bayesian Classifier Tuning (2016)
• Collaborations:
  • L.C. van der Gaag
  • S. Renooij
  • J. de Bock
  • A. Hommersom