November 2018
Beginner to intermediate
568 pages
15h 59m
English
Content preview from Data Science, 2nd Edition
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Chapter 6
Association Analysis
Abstract
In the retail industry, market basket analysis explores the relationship between products by considering the co-occurrence of purchases in previous transactions. Association analysis is a generalization of applications, like market basket analysis, and is now commonly applied in clickstream analysis, cross-selling recommendation engines, and information security. Association analysis is an unsupervised data science technique where there is no target variable to predict. Instead, the algorithm reviews each transaction containing a number of items (products) and extracts useful relationship patterns among the items in the form of rules. The challenge in association analysis is to differentiate a significant ...
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