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Applied Data Mining.

Data mining has witnessed substantial advances in recent decades. New research questions and practical challenges have arisen from emerging areas and applications within the various fields closely related to human daily life, e.g. social media and social networking. This book aims to bridge the gap...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Xu, Guandong
Formato: Electrónico eBook
Idioma:Inglés
Publicado: CRC Press (an imprint of Taylor & Francis), 2013.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)
Tabla de Contenidos:
  • Part I. Fundamentals
  • 1. Introduction
  • 2. Mathematical foundations
  • 3. Data preparation
  • 4. Clustering analysis
  • 5. Classification
  • 6. Frequent pattern mining
  • part II. Advanced data mining
  • 7. Advanced clustering analysis
  • 8. Multi-label classification
  • 9. Privacy preserving in data mining
  • part III. Emerging applications
  • 10. Data stream
  • 11. Recommendation systems
  • 12. Social tagging systems.