Peoples Annotated Overview Of UAI Research
This is meant to be an area where the community builds an overview of Uncertainty in AI research. It is meant for graduate students to tell us about interesting work they have encountered (although more seasoned researchers are more tham welcome to contribute too). Surprisingly wikis seem to work! A good example is the
Wikipedia. Hopefully there is enough interest for this one to grow into a useful resource..
Foundations
Intelligent agents face uncertainty whenever they need to decide what to do. The work is built on various foundations including,
DecisionTheory?,
ProbabilityTheory?,
UtilityTheory?,
PossibilityTheory?,
Causality? ...
Representations
Probabilistic Representations
A
BayesianBeliefNetwork is a representation of (in)dependence amongst random variables.
CausalNetwork
Relational Representations
Representations of Preferences and Utilities
Algorithms
Learning
Applications
See the
UAIApplicationWorkshop page for discussion on issues applying Bayesian Modeling.