 Often the concepts in a domain "inherit" the media properties of some related concepts, such as a historic monument inheriting the color and texture properties of its building material.It is possible to reason with the media properties of the concepts in a domain to derive an "Observation Model" for a concept.Finally, MOWL supports an abductive reasoning framework using Bayesian networks, that is robust against imperfect observations of media data.