Mining of Data with Complex Structures

Mining of Data with Complex Structures: - Clarifies the type and nature of data with complex structure including sequences, trees and graphs - Provides a detailed background of the state-of-the-art of sequence mining, tree mining and graph mining. - Defines the essential aspects of the tree mining p...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Hadzic, Fedja (Autor), Tan, Henry (Autor), Dillon, Tharam S. (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2010.
Edición:1st ed. 2010.
Colección:Studies in Computational Intelligence, 333
Temas:
Data mining.
Artificial intelligence.
Engineering mathematics.
Engineering-Data processing.
Data Mining and Knowledge Discovery.
Artificial Intelligence.
Mathematical and Computational Engineering Applications.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Tree Mining Problem
  • Algorithm Development Issues
  • Tree Model Guided Framework
  • TMG Framework for Mining Ordered Subtrees
  • TMG Framework for Mining Unordered Subtrees
  • Mining Distance-Constrained Embedded Subtrees
  • Mining Maximal and Closed Frequent Subtrees
  • Tree Mining Applications
  • Extension of TMG Framework for Mining Frequent Subsequences
  • Graph Mining
  • New Research Directions.

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