Optimal Bayesian Design

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Bayes-optimal conditional inferenceconcept0.816
  The ideal limit of self-supervised learning as modeling the true conditional distribution.
• Bayes-optimal Behaviorconcept0.803
  Behavior that minimizes expected free energy under the generative model, balancing exploration and exploitation in a principled manner.
• Optimal Data Selectionconcept0.777
  Question of how rationally agents query the world; subsumed by expected free energy minimization
• Bayesian Decision Theoryframework0.768
  Framework for maximizing expected utility under uncertainty.
• If a system attains a general steady-state, it will appear to behave in a Bayes optimal fashion, both in terms of optimal Bayesian design (exploration) and Bayesian decision theory (exploitation).hypothesis0.768
  Corollary 3 in Appendix B derived from steady-state assumptions.
• Bayesian inversionconcept0.762
  Online inversion of nonlinear dynamic causal models using DEM.
• Bayesian Inferencemethod0.758
• Bayesian Model Selectionconcept0.757
  Choosing among candidate models based on model evidence.