Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

1. [60 pts.] Apriori v.s. FP-Growth: Consider the following transaction database: ABCD, ACDF, ACDEG, ABDF, BCG, DFG, ABG, CDFG) (a) [20 pts.] Apriori: Show the

image text in transcribed

1. [60 pts.] Apriori v.s. FP-Growth: Consider the following transaction database: ABCD, ACDF, ACDEG, ABDF, BCG, DFG, ABG, CDFG) (a) [20 pts.] Apriori: Show the execution of Apriori on this dataset. On each level you should clearly show the set of candidates and then the set of surviving frequent itemsets at this level. Use minsup=2 (b) [5 pts.] Effectiveness: How many more candidates would the Brute Force algorithm consider compared to those by Apriori (minsup-2)? (c) [25 pts.] FP-Tree: Create the FP-tree corresponding to the dataset by (1) filtering out infrequent singletons; (2) reordering the itemsets by decreasing singleton frequencies and (3) buildng the FP-tree by placing the reordered baskets one at a time in the= FP-tree. Use minsup=2. Show the resulting FP-tree (d) [10 pts.] FP-Growth: Compute the D-conditional pattern set for the tree from the previous part. Build the D-conditional FP-tree. 1. [60 pts.] Apriori v.s. FP-Growth: Consider the following transaction database: ABCD, ACDF, ACDEG, ABDF, BCG, DFG, ABG, CDFG) (a) [20 pts.] Apriori: Show the execution of Apriori on this dataset. On each level you should clearly show the set of candidates and then the set of surviving frequent itemsets at this level. Use minsup=2 (b) [5 pts.] Effectiveness: How many more candidates would the Brute Force algorithm consider compared to those by Apriori (minsup-2)? (c) [25 pts.] FP-Tree: Create the FP-tree corresponding to the dataset by (1) filtering out infrequent singletons; (2) reordering the itemsets by decreasing singleton frequencies and (3) buildng the FP-tree by placing the reordered baskets one at a time in the= FP-tree. Use minsup=2. Show the resulting FP-tree (d) [10 pts.] FP-Growth: Compute the D-conditional pattern set for the tree from the previous part. Build the D-conditional FP-tree

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Database Processing

Authors: David M. Kroenke

12th Edition International Edition

1292023422, 978-1292023427

More Books

Students also viewed these Databases questions