Probabilistic Relational Models for Operational Risk: A New Application Area and an Implementation Using Domain Ontologies

The application of probabilistic relational models (PRM) to the statistical analysis of operational risk is presented. We explain the basic components of PRM, domain theories and dependency models. We discuss two real application scenarios from the IT services domain. Finally, we provide details on an implementation of the PRM approach using semantic web technologies.