تم الحل ✓
categoryتحليل البيانات وعلم البيانات
schoolبكالوريوس
event_available2026-07-15
السؤال
Transcribed Image Text:
Q1. You are given the transaction data shown in the Table below from a fast food restaurant
(provide immunity based service during covid period). There are 9 distinct transactions
(order: 1 - order: 9) and each transaction involves between 2 to 4 items. There are a total of 5
immunity based meal items that are involved in the transactions.
[4+4+4+8]
Meal Item
List of Items IDs
Meal Item
List of Items IDs
Order1
Milk Egg Fruit
Order6
Egg, Juice
Order2
Egg, Salami
Order7
Milk, Juice
Order3
Egg, Juice
Order8
Milk Egg Juice, Fruit
Order4
Order5
Milk, Egg, Salami
Milk, Juice
Order9
Milk Egg Juice
For all of the parts below the minimum support is 2 (2/9=22) and the minimum confidence is
100%.
1(a). Apply the Apriori algorithm to the dataset of transactions and identify all frequent k-
item sets. Show your entire work in given answer sheet (manually). You must show
candidates but can cross them off to show the ones that pass the minimum support threshold.
(All steps are complousery)
1(b). Find all strong association rules which have 100% confidence in the form: XAY >> Z
and note their lift values also.
1(c). Write R script for the Entire Procedure and draw Association graph for same.
1(d). How you are arranging above items in the store, design sore layout for the same, so that
you will get maximum benefit? Please suggest all computational steps for store layout.
Submit your excel sheet also if any and write important steps in the answer sheet.
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