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

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The text requires only a modest background in mathematics. Each major topic is organized into two chapters, beginning with basic concepts that provide necessary background for understanding each data mining technique, followed by more advanced concepts and algorithms.