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In this paper, we investigate if rule-based systems are useful for image classification problems when the number of classes is fixed. The rules are derived from simple edge features such as width and straightness. A class representative is calculated for each class according to the average percentage of edges that satisfy the rule for a particular class. This percentage for an unknown image is compared...