Introduction to Data Mining by Michael Steinbach, Pang-Ning Tan, Vipin Kumar (Paperback, 2013)

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In my opinion this is currently the best data mining text book on the market. I like the comprehensive coverage which spans all major data mining techniques including classification, clustering, and pattern mining (association rules).