AI4Research open seminar

  • Date: –14:00
  • Location: Zoom:
  • Lecturer: Mattias Villani, Stockholms Universitet och Linköpings Universitet
  • Website
  • Organiser: AI4Research
  • Contact person: Cecilia Alsmark
  • Phone: 0737078418
  • Seminarium

Adventures in Gaussian Processes

Gaussian processes are attractive models for flexible modeling and probabilistic quantification of uncertainty. Gaussian processes will be briefly introduced as a general modeling tool, before presenting some of our recent applications with Gaussian process models:  i) multi-layered dynamic networks for airline network modeling and prediction, ii) real-time robotic search using hierarchical spatial point processes and iii) Bayesian optimization of hyperparameters in econometric time series models from noisy objective functions with user-controlled precision.