stu nicholls dot com | menu - Professional dropdown #3

Frequent Itemset Mining Methods

There are different methods for mining the frequent patterns in a data set. Among them I am discussing FP growth method for mining frequent itemsets which do not involve the generation of candidate frequent itemsets.

Frequent Pattern Growth (FP-Growth)

- Detailed Solution By Vishwanath Pai M

Let us solve the problem given in the book Data Mining Concepts and Techniques by Jiawei Han and Micheline Kamber

The transaction table is given below:

Scan the given transaction database and create 1-item item sets and the support count of each of the items (Minimum Support count considered is 2) as shown below:

Create the set L with all 1-item item sets and their respective support count in the descending order of support count which is given below

Consider each of the transaction in the transaction table and construct the tree. While constructing the tree care should be taken to consider the L order

Now conditional sub pattern bases are created which is shown below:

Apriori Solution<< Previous

Many other topics of Data Science to continue in coming weeks

Images created by Shobhitha

Our aim is to provide information to the knowledge seekers. 

comments powered by Disqus
Untitled Document
Footer1