CS F433 Project: Local field potentials reflect cortical population dynamics in a region-specific and frequency-dependent manner
Task: to reproduce the results of the paper "Local field potentials reflect cortical population dynamics in a region-specific and frequency-dependent manner" by Gallego et al. 2022
This code is Majorly sampled from the original code provided by the authors of the paper. The code is written in MATLAB and uses the TrialData repository. The code is used to reproduce the results
This code also adds generate_filenames.m
to generate the filenames.mat
file which is not provided in the original code.
- The filenames.mat file contains the file names of the data files along with region to consider for the analysis.
This code adds the generate_bands_name.m
file to generate the bands_name.mat
file which is not provided in the original code.
- The bands_name.mat file contains the labels of frequency bands to consider for the analysis.
- MATLAB
- TrialData repository
- Data files from the authors of the paper Link
- Download the data files from the authors of the paper Link
- Clone the repository
- Add the data files to the
data
folder - Modify the
root path
ingenerate_filenames.m
andgenerate_bands_name.m
- Run the
generate_filenames.m
file to generate thefilenames.mat
file - Run the
generate_bands_name.m
file to generate thebands_name.mat
file - Run the
gen_all_fig_new.m
file to reproduce the results
- The
generate_filenames.m
file generates thefilenames.mat
file inside the data folder - The
generate_bands_name.m
file generates thebands_name.mat
file inside the data folder - The
gen_all_fig_new.m
file reproduces the results of the paper
The results are saved in the results
folder. The results include the figures in .fig and .png format.
- The code is tested on MATLAB R2024a
- The code is tested on Mac OS Sonoma 14.4.1
Poster Presentation: Link
- Shreyas V (2020B2A71350G)
- Garvit Arora (2020B2A72113G)
- Shreyash Patel (2020B5A71157G)
- Abhrajeet Mukherjee (2020B5A70872G)
This work is done as a part of the course project for the course CS F433: Computational Neuroscience at BITS Pilani, Goa Campus.
Gallego-Carracedo, C., Perich, M. G., Chowdhury, R. H., Miller, L. E., & Gallego, J. ร. (2022). Local field potentials reflect cortical population dynamics in a region-specific and frequency-dependent manner. Elife, 11, e73155.
Gallego-Carracedo, Cecilia et al. (2022). Local field potentials reflect cortical population dynamics in a region-specific and frequency-dependent manner (Dataset). Dryad. https://doi.org/10.5061/dryad.xd2547dkt