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[ICML 2024] Multi-Region Markovian Gaussian Process: An Efficient Method to Discover Directional Communications Across Multiple Brain Regions

Weihan Li, Chengrui Li, Yule Wang, and Anqi Wu

[arXiv]

1 Installation

From the current directory, run

pip install -r requirements.txt

Our code is highly dependent on the SSM package. To install SSM, run

git clone https://github.com/lindermanlab/ssm
cd ssm
pip install numpy cython
pip install -e .

2 Tutorial

demo.ipynb and demo_r2.ipynb are two step-by-step tutorials that learn an MRMGP from a demo dataset and evaluate via log-likelihood on held-out neurons and R square on predictions.

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The code for paper: Multi-Region Markovian Gaussian Process: An Efficient Method to Discover Directional Communications Across Multiple Brain Regions [ICML 2024]

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