A recent study proposes a unified framework that can compare different measures for quantifying the statistics of pairwise interactions in data from complex dynamical systems.
This is a preview of subscription content, access via your institution
Access options
Access Nature and 54 other Nature Portfolio journals
Get Nature+, our best-value online-access subscription
$29.99 / 30 days
cancel any time
Subscribe to this journal
Receive 12 digital issues and online access to articles
$99.00 per year
only $8.25 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
References
Cliff, O. M., Bryant, A. G., Lizier, J. T., Tsuchiya, N. & Fulcher, B. D. Nat. Comput. Sci. https://doi.org/10.1038/s43588-023-00519-x (2023).
Cliff, O. M. olivercliff/pyspi-paper: paper release. Zenodo https://doi.org/10.5281/zenodo.7119054 (2022).
McCabe, S. et al. J. Open Source Softw. 6, 2990 (2021).
Peach, R. L. et al. Patterns 2, 100227 (2021).
Sun, J., Taylor, D. & Bollt, E. M. SIAM J. Appl. Dyn. Syst. 14, 73–106 (2015).
Granger, C. W. Econometrica 37, 424–438 (1969).
Schreiber, T. Phys. Rev. Lett. 85, 461 (2000).
Barnett, L., Barrett, A. B. & Seth, A. K. Phys. Rev. Lett. 103, 238701 (2009).
Battiston, F. et al. Nat. Phys. 17, 1093–1098 (2021).
Peel, L., Peixoto, T. P. & De Domenico, M. Nat. Commun. 13, 6794 (2022).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The author declares no competing interests.
Rights and permissions
About this article
Cite this article
Klein, B. A consolidated framework for quantifying interaction dynamics. Nat Comput Sci 3, 823–824 (2023). https://doi.org/10.1038/s43588-023-00520-4
Published:
Issue Date:
DOI: https://doi.org/10.1038/s43588-023-00520-4