An e-commerce company carries 1000 products, (P_{1}, ldots, P_{1000}). Consider customers Ada, Bob, and Cathy such that

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An e-commerce company carries 1000 products, \(P_{1}, \ldots, P_{1000}\). Consider customers Ada, Bob, and Cathy such that Ada and Bob purchase three products in common, \(P_{1}, P_{2}\), and \(P_{3}\). For the other 997 products, Ada and Bob independently purchase seven of them randomly. Cathy purchases 10 products, randomly selected from the 1000 products. In Euclidean distance, what is the probability that \(\operatorname{dist}\) (Ada, Bob) \(>\operatorname{dist}\) (Ada, Cathy)? What if Jaccard similarity is used? What can you learn from this example?

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Data Mining Concepts And Techniques

ISBN: 9780128117613

4th Edition

Authors: Jiawei Han, Jian Pei, Hanghang Tong

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