The Intrinsic Cause-Effect Power of Discrete Dynamical Systems—From Elementary Cellular Automata to Adapting Animats

Current approaches to characterize the complexity of dynamical systems usually rely on state-space trajectories. In this article instead we focus on causal structure, treating discrete dynamical systems as directed causal graphs—systems of elements implementing local update functions. This allows us...

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Bibliographic Details
Main Authors: Larissa Albantakis, Giulio Tononi
Format: Article
Language:English
Published: MDPI AG 2015-07-01
Series:Entropy
Subjects:
Online Access:http://www.mdpi.com/1099-4300/17/8/5472