Detecting emergent processes in cellular automata with excess information
PDF WebMany natural processes occur over characteristic spatial and temporal scales. This paper presents tools for (i) flexibly and scalably coarse-graining cellular automata and (ii) identifying which coarse-grainings express an automaton’s dynamics well, and which express its dynamics badly. We apply the tools to investigate a range of examples in Conway’s Game of Life and Hopfield networks and demonstrate that they capture some basic intuitions about emergent processes. Finally, we formalize the notion that a process is emergent if it is better expressed at a coarser granularity.
Author(s): | Balduzzi, D. |
Links: | |
Book Title: | Advances in Artificial Life: ECAL 2011 |
Pages: | 55-62 |
Year: | 2011 |
Month: | August |
Day: | 0 |
Editors: | Lenaerts, T. , M. Giacobini, H. Bersini, P. Bourgine, M. Dorigo, R. Doursat |
Publisher: | MIT Press |
Bibtex Type: | Conference Paper (inproceedings) |
Address: | Cambridge, MA, USA |
Event Name: | Eleventh European Conference on the Synthesis and Simulation of Living Systems |
Digital: | 0 |
Electronic Archiving: | grant_archive |
ISBN: | 978-0-262-29714-1 |
BibTex
@inproceedings{Balduzzi2011, title = {Detecting emergent processes in cellular automata with excess information}, booktitle = {Advances in Artificial Life: ECAL 2011}, abstract = {Many natural processes occur over characteristic spatial and temporal scales. This paper presents tools for (i) flexibly and scalably coarse-graining cellular automata and (ii) identifying which coarse-grainings express an automaton’s dynamics well, and which express its dynamics badly. We apply the tools to investigate a range of examples in Conway’s Game of Life and Hopfield networks and demonstrate that they capture some basic intuitions about emergent processes. Finally, we formalize the notion that a process is emergent if it is better expressed at a coarser granularity.}, pages = {55-62}, editors = {Lenaerts, T. , M. Giacobini, H. Bersini, P. Bourgine, M. Dorigo, R. Doursat}, publisher = {MIT Press}, address = {Cambridge, MA, USA}, month = aug, year = {2011}, slug = {balduzzi2011}, author = {Balduzzi, D.}, month_numeric = {8} }