Many tasks require representing and reasoning with uncertain knowledge and data. Current Semantic Web languages are grounded firmly in classical logic and no extensions to manage uncertainty have gained popularity. In our lab, Professor Yun Peng and his students have been developing systems to integrate Bayesian reasoning with OWL and explore applications to ontology mapping. The W3C’s Uncerta ... Continue reading