Pazzani, M. (1992). When Prior Knowledge Hinders Learning AAAI Workshop on Constraining learning with Prior Knowledge . San Jose, CA. There are two general approaches to learning classification rules. Empirical learning programs operate by finding regularities among a group of training examples. Analytic learning systems use prior knowledge to explain the classification of examples and form a general description of the class of examples with the same explanation. Many systems (e.g., Bergadano & Giordana, 1988; Cohen, in press-a; Flann & Dietterich, 1989; Hirsh, 1989; Lebowitz, 1986; Michalski & Ko, 1988; Ourston & Mooney, 1990; Pazzani, 1990; Shavlik & Towell, 1989; Wilkins & Tan, 1989) have combined empirical and analytic learning methods. In such systems, the prior knowledge is used to bias the learner to prefer concepts that are consistent with the prior knowledge.