As researchers analyze huge amounts of data that
are annotated by large biomedical ontologies, one of the major
challenges for data mining and machine learning is to leverage
both ontologies and data together in a systematic and scalable
way. In this paper, we address two interesting and related
problems for mining biomedical ontologies and data: