Repository shares data and files for:
- Gade, Noah D. and Rodu, Jordan (2026). Nonlinear Permuted Granger Causality.
Contents:
- Code for metholodogy (.R and .cpp files).
- Simulation Study - code used to obtain simulated data and results discussed in Section 4 and the Appendices (.R and .cpp files).
- Application Study - code used in application and results discussed in Section 5 (.R and .cpp files).
- Data files (.RData) available at the Google Drive link.
Some data was derived from repository ac-1 of the Collaborative Research in Computational Neuroscience Data Sharing website at https://dx.doi.org/10.6080/K0KW5CXR. We cite the following works:
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Machens, C. K., M. S. Wehr, and A. M. Zador (2004). Linearity of cortical receptive fields measured with natural sounds. Journal of Neuroscience 24 (5), 1089–1100.
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Asari, H., M. Wehr, C. K. Machens, and A. M. Zador (2009). Auditory cortex and thalamic neuronal responses to various natural and synthetic sounds. CRCNS.org.
We additionally cite the following for comparator methods in Section 4 and Section 5.
- Tank, A., I. Covert, N. Foti, A. Shojaie, and E. B. Fox (2022). Neural granger causality. IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (8), 4267–4279.