SAS Enterprise Miner Exersice
Chapter 8 – Pattern Discovery Association
1. Conducting anAssociation Analysis
A store is interested in determining the associations betweenitems purchased from the Health and Beauty Aids Department and theStationery Department. The store chose to conduct a market basketanalysis of specific items purchased from these two departments.The TRANSACTIONSdata set contains informationabout more than 400,000 transactions made over the past threemonths. The following products are represented in the data set:
bar soap
bows
candy bars
deodorant
greeting cards
magazines
markers
pain relievers
pencils
pens
perfume
photo processing
prescription medications
shampoo
toothbrushes
toothpaste
wrapping paper
There are four variables in the data set:
Name | Model Role | Measurement Level | Description |
STORE | Rejected | Nominal | Identification number of the store |
TRANSACTION | ID | Nominal | Transaction identification number |
PRODUCT | Target | Nominal | Product purchased |
QUANTITY | Rejected | Interval | Quantity of this product purchased |
2. Create a new diagram. Namethe diagram Ch_08_Assoc_Transactions.
3. Create a new data source.Use the data set AAEM.TRANSACTIONS.
4. Assign the model roleRejected to the variables STORE and QUANTITY. These variables arenot used in this analysis. Assign the ID model role to the variableTRANSACTION and the Target model role to the variable PRODUCT.
5. Add the node for theTRANSACTIONS data set and an Association node to the diagram.
6. Change the setting forExport Rule by ID to Yes.
7. Do not change the remainingdefault settings for the Association node and run the analysis.
8. Examine the results of theassociation analysis.
What is the highest lift value for the resultingrules?
Which rule has thisvalue?
Identify all rules that have a Lift greater than2.0. For each rule, provide the Support, Confidence,Expected Confidence, Lift, and the actual Rule.
For any two different rules (i.e., not symmetric) with a liftgreater than 2.0, for each rule:
Provide an explanation of why you think this rule makessense
Three different methods that a store manager can use this ruleto increase their profit on the related products.
9. The submittal for thischapter will be a Word document containing the screen shotscaptured. Make sure to clearly label each of the screen shots toexplain the purpose of the screen shot.
10. Additionally, as yougenerate results using SAS Enterprise Miner, you need to explainyour results from a business perspective. This meansthat you need to explain the results in non-technical terms as wellas the business implications of the results.