Abstraction in Artificial Intelligence and Complex Systems

Abstraction is a fundamental mechanism underlying both human and artificial perception, representation of knowledge, reasoning and learning. This mechanism plays a crucial role in many disciplines, notably Computer Programming, Natural and Artificial Vision, Complex Systems, Artificial Intelligence...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Saitta, Lorenza (Autor), Zucker, Jean-Daniel (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: New York, NY : Springer New York : Imprint: Springer, 2013.
Edición:1st ed. 2013.
Temas:
Artificial intelligence.
Computer vision.
Data mining.
Digital humanities.
Artificial Intelligence.
Computer Vision.
Data Mining and Knowledge Discovery.
Digital Humanities.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Introduction
  • Abstraction in Different Disciplines
  • Abstraction in Artificial Intelligence
  • Definitions of Abstraction
  • Boundaries of Abstraction
  • The KRA Model
  • Abstraction Operators and Design Patterns
  • Properties of the KRA Model
  • Abstraction in Machine Learning
  • Simplicity, Complex Systems, and Abstraction
  • Case Studies and Applications
  • Discussion
  • Conclusion.

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