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There is a four step procedure for the refinment of rules:
Rules that become incorrect because of new examples are refined: incorrect rules are replaced by new rules that cover the positive examples, but not the new negative ones.
Complete the rule set to cover new positive examples.
Redundant rules are deleted to correct the rule set.
Steps 1 and 2 are subject to the algorithm JoJo that integrates generalization and specification via a heuristic search procedure.
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