question archive Recommendation Systems [Method]

Recommendation Systems [Method]

Subject:Computer SciencePrice: Bought3

Recommendation Systems [Method]. This is a introduction to machine learning subject question.Consider the following table, showing the ratings given by two Users (A and B) to three Items (1, 2, and 3). Apply User-based Collaborative filtering strategy with Pearson correlation as the similarity measure to answer the following questions.

Item 1 Item 2 Item 3

 

User A 6 4 ?

 

User B 3 ? 1

 

 

Questions :-

 

1. What is the similarity between User A and User B? (show your working) 

2. What is the predicted rating of Item 3 for User A? (show your working) 

3. Explain why the predicted rating for item 3 is above/below User A's average rating? (in one sentence)

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