Association rules | Business & Finance homework help


The end of this ordinance is to achieve denomination rules separation to designate whether or not the instruction generated can be used to address a local interest collection.

For this ordinance, you succeed use the "Bakery" basis set from the Topic Materials. Most basis categories are self-explanatory. Clarifying hushs are as follows.

  1. ReceiptID: Unique voucher ID (hush that all items delay the corresponding voucher ID were purchased coincidently)
  2. Item: Name of the livelihood item that was purchased

A bakery is careful in increasing sales by optimally evinceing and arranging its sundry baked property and drinks. The bakery would affect to apprehend which items are typically purchased coincidently so it can settle the correlated items closer coincidently in its evince cases. The bakery has randomly clarified 1,000 vouchers and compiled a schedule of items that were purchased coincidently for each voucher.

As an analyst, you feel been asked to prove the basis, summarize your decisions, and approve how the bakery can use these decisions to strategically range its bakery products to growth sales. Use associative rules separation to scrutinize the sundry dependencies unordered purchased items. Use the Apriori order to do the separation delay a narrowness antecedent maintenance of 4%, narrowness dependence of 70%, and consummation sum of antecedents of 5. Analyze and decipher separate of the resulting rules. Present your decision in the construct of a 250-word constabulary abridgment that includes apt basis, charts, and tables, and addresses the subjoined.

Question 1: How would you teach the concepts of maintenance, dependence, and exalt to an constabulary who is strange delay denomination rules separation? Include the Apriori order output chart when submitting the acceptance.

Question 2: What would you say encircling the maintenance of the rules partial from the Apriori separation?

Question 3: If twain an apple sour and an apple Danish were purchased, how affectly is it that an apple croissant is so purchased? Teach your acceptance.

Question 4: Does it construct purport for the bakery to settle all of its apple-flavored items coincidently in the evince or is it rectify to extend them out in the evince? Teach why.

Question 5: If the bakery wanted to growth the sales of cherry soda, what cross-promotional offers could it inure? Teach why.

General Requirements:

Submit the constabulary abridgment as Word muniment.

APA constructat is not required, but weighty academic writing is expected.

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