A database has five transactions. Let (min _{-} sup =60 %) and (min _{-})conf (=80 %). a.

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A database has five transactions. Let \(\min _{-} \sup =60 \%\) and \(\min _{-}\)conf \(=80 \%\).

TID items_bought T100 {M, O, N, K, E, Y} T200 (D, O, N, K, E, Y } T300 M, A, K, E} T400 (M, U, C, K, Y} T500

a. Find all frequent itemsets using Apriori and FP-growth, respectively. Compare the efficiency of the two mining processes.
b. List all the strong association rules (with support \(s\) and confidence \(c\) ) matching the following metarule, where \(X\) is a variable representing customers, and item \(_{i}\) denotes variables representing items (e.g., " \(A\)," " \(B\),"):
\[
\forall x \in \text { transaction, } \text { buys }\left(X, \text { item }_{1}ight) \wedge \operatorname{buys}\left(X, \text { item }_{2}ight) \Rightarrow \text { buys }\left(X, \text { item }_{3}ight) \quad[s, c]
\]

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Related Book For  answer-question

Data Mining Concepts And Techniques

ISBN: 9780128117613

4th Edition

Authors: Jiawei Han, Jian Pei, Hanghang Tong

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