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Data mining : concepts and techniques /

The increasing volume of data in modern business and science calls for more complex and sophisticated tools. Although advances in data mining technology have made extensive data collection much easier, it's still always evolving and there is a constant need for new techniques and tools that can...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Han, Jiawei
Otros Autores: Kamber, Micheline, Pei, Jian
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Burlington : Elsevier Science, 2011.
Edición:3rd ed.
Colección:Morgan Kaufmann series in data management systems.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Front Cover; Data Mining: Concepts and Techniques; Copyright; Dedication; Table of Contents; Foreword; Foreword to Second Edition; Preface; Acknowledgments; About the Authors; Chapter 1. Introduction; Chapter 2. Getting to Know Your Data; Chapter 3. Data Preprocessing; Chapter 4. Data Warehousing and Online Analytical Processing; Chapter 5. Data Cube Technology; Chapter 6. Mining Frequent Patterns, Associations, and Correlations: Basic Concepts and Methods; Chapter 7. Advanced Pattern Mining; Chapter 8. Classification: Basic Concepts; Chapter 9. Classification: Advanced Methods.
  • Chapter 10. Cluster Analysis: Basic Concepts and MethodsChapter 11. Advanced Cluster Analysis; Chapter 12. Outlier Detection; Chapter 13. Data Mining Trends and Research Frontiers; Bibliography; Index.