For each of the following measures, determine whether it is monotone, anti-monotone, or non-monotone (i.e., neither monotone
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Example: Support, s = Ï(X)/|T| is anti-monotone because s(X) ¥ s(Y) whenever X Y.
(a) A characteristic rule is a rule of the form {p} {q1, q2, ... , qn}, where the rule antecedent contains only a single item. An itemset of size k can produce up to k characteristic rules. Let ζ be the minimum confidence of all characteristic rules generated from a given itemset:
Is ζ monotone, anti-monotone, or non-monotone?
(b) A discriminant rule is a rule of the form {p1, p2, ... , pn} {q}, where the rule consequent contains only a single item. An itemset of size k can produce up to k discriminant rules. Let η be the minimum confidence of all discriminant rules generated from a given itemset:
Is η monotone, anti-monotone, or non-monotone?
(c) Repeat the analysis in parts (a) and (b) by replacing the min function with a max function.
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Related Book For
Introduction to Data Mining
ISBN: 978-0321321367
1st edition
Authors: Pang Ning Tan, Michael Steinbach, Vipin Kumar
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