Algorithmic Information Dynamics

Algorithmic Information Dynamics

A Computational Approach to Causality with Applications to Living Systems

Zenil, Hector; Kiani, Narsis A.; Tegner, Jesper

Cambridge University Press

05/2023

345

Dura

Inglês

9781108497664

15 a 20 dias

Descrição não disponível.
Introduction; Part I. Preliminaries: 1. A computational approach to causality; 2. Networks: from structure to dynamics; 3. Information and computability theories; Part II. Theory and Methods: 4. Algorithmic information theory; 5. The coding theorem method (CTM); 6. The block decomposition method (BDM); 7. Graph and tensor complexity; 8. Algorithmic information dynamics (AID); Part III. Applications: 9. From theory to practice; 10. Algorithmic dynamics in artificial environments; 11. Applications to integer and behavioural sequences; 12. Applications to evolutionary biology; Postface; Appendix: Mutual and conditional BDM; Glossary.
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