Beskrivelse
Introduction to Data Mining presents fundamental concepts and algorithms for those learning data mining for the first time. 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. Chapter 1. Introduction — Chapter 2. Data — Chapter 3. Exploring Data — Chapter 4. Classification: Basic Concepts, Decision Trees, and Model Evaluation — Chapter 5. Classification: Alternative Techniques — Chapter 6. Association Analysis: Basic Concepts and Algorithms — Chapter 7. Association Analysis: Advanced Concepts — Chapter 8. Cluster Analysis: Basic Concepts and Algorithms — Chapter 9. Cluster Analysis: Additioal Issues and Algorithms — Chapter 10. Anomaly Detection.