Abstraction in Artificial Intelligence and Complex Systems

• Κύριοι συγγραφείς: Saitta, Lorenza (Συγγραφέας), Zucker, Jean-Daniel (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: New York, NY : Springer New York : Imprint: Springer, 2013.
• Θέματα: Computer science.; Data mining.; Artificial intelligence.; Image processing.; Application software.; Computer Science.; Artificial Intelligence (incl. Robotics).; Image Processing and Computer Vision.; Data Mining and Knowledge Discovery.; Computer Appl. in Arts and Humanities.

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...

Πίνακας περιεχομένων:

• 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.