Abstraction in Artificial Intelligence and Complex Systems


Abstraction in Artificial Intelligence and Complex Systems (2013) .. by Lorenza Saitta & Jean-Daniel Zucker


Table of contents (13 chapters)

Front Matter … Pages i-xvi

Introduction … Pages 1-9
Lorenza Saitta, Jean-Daniel Zucker

Abstraction in Different Disciplines … Pages 11-47
Lorenza Saitta, Jean-Daniel Zucker

Abstraction in Artificial Intelligence … Pages 49-63
Lorenza Saitta, Jean-Daniel Zucker

Definitions of Abstraction … Pages 65-116
Lorenza Saitta, Jean-Daniel Zucker

Boundaries of Abstraction … Pages 117-139
Lorenza Saitta, Jean-Daniel Zucker

The KRA Model … Pages 141-177
Lorenza Saitta, Jean-Daniel Zucker

Abstraction Operators and Design Patterns … Pages 179-222
Lorenza Saitta, Jean-Daniel Zucker

Properties of the KRA Model … Pages 223-271
Lorenza Saitta, Jean-Daniel Zucker

Abstraction in Machine Learning … Pages 273-327
Lorenza Saitta, Jean-Daniel Zucker

Simplicity, Complex Systems, and Abstraction … Pages 329-362
Lorenza Saitta, Jean-Daniel Zucker

Case Studies and Applications … Pages 363-387
Lorenza Saitta, Jean-Daniel Zucker

Discussion … Pages 389-405
Lorenza Saitta, Jean-Daniel Zucker

Conclusion … Pages 407-411
Lorenza Saitta, Jean-Daniel Zucker

Back Matter … Pages 413-484