Algorithmic Information Dynamics

ISBN-13: 9781108497664 / Twarda / 2023 / 345 str.

Jesper (King Abdullah University of Science and Technology

Opis

A book at the intersection of the most exciting current scientific trends in complexity science, information theory and living systems.

Spis treści

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.