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Non-Standard Parameter Adaptation for Exploratory Data Analysis

Exploratory data analysis, also known as data mining or knowledge discovery from databases, is typically based on the optimisation of a specific function of a dataset. Such optimisation is often performed with gradient descent or variations thereof. In this book, we first lay the groundwork by revie...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Barbakh, Wesam Ashour (Autor), Wu, Ying (Autor), Fyfe, Colin (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2009.
Edición:1st ed. 2009.
Colección:Studies in Computational Intelligence, 249
Temas:
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Review of Clustering Algorithms
  • Review of Linear Projection Methods
  • Non-standard Clustering Criteria
  • Topographic Mappings and Kernel Clustering
  • Online Clustering Algorithms and Reinforcement Learning
  • Connectivity Graphs and Clustering with Similarity Functions
  • Reinforcement Learning of Projections
  • Cross Entropy Methods
  • Artificial Immune Systems
  • Conclusions.