Data Mining A Knowledge Discovery Approach /

This comprehensive textbook on data mining details the unique steps of the knowledge discovery process that prescribe the sequence in which data mining projects should be performed. Data Mining offers an authoritative treatment of all development phases from problem and data understanding through da...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Cios, Krzysztof J. (Autor), Pedrycz, Witold (Autor), Swiniarski, Roman W. (Autor), Kurgan, Lukasz Andrzej (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: New York, NY : Springer US : Imprint: Springer, 2007.
Edición:1st ed. 2007.
Temas:
Database management.
Artificial intelligence.
Data mining.
Information storage and retrieval systems.
Statistics .
Pattern recognition systems.
Database Management.
Artificial Intelligence.
Data Mining and Knowledge Discovery.
Information Storage and Retrieval.
Statistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
Automated Pattern Recognition.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Data Mining and Knowledge Discovery Process
  • The Knowledge Discovery Process
  • Data Understanding
  • Data
  • Concepts of Learning, Classification, and Regression
  • Knowledge Representation
  • Data Preprocessing
  • Databases, Data Warehouses, and OLAP
  • Feature Extraction and Selection Methods
  • Discretization Methods
  • Data Mining: Methods for Constructing Data Models
  • Unsupervised Learning: Clustering
  • Unsupervised Learning: Association Rules
  • Supervised Learning: Statistical Methods
  • Supervised Learning: Decision Trees, Rule Algorithms, and Their Hybrids
  • Supervised Learning: Neural Networks
  • Text Mining
  • Data Models Assessment
  • Assessment of Data Models
  • Data Security and Privacy Issues
  • Data Security, Privacy and Data Mining.

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