The question, how to combine probability and logic with learning, is gaining increased attention in several disciplines, e.g., knowledge representation, reasoning about uncertainty, data mining, and machine learning. The emerging field of study is known under the names of statistical relational learning and probabilistic inductive logic programming.
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