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One-hot HMM-GLM. GLM with a one-hot prior on top of a hidden Markov model.

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One-hot Generalized Linear Model for Switching Brain State Discovery [ICLR 2024]

Chengrui Li, Soon Ho Kim, Chris Rodgers, Hannah Choi, and Anqi Wu

[paper] [arXiv] [slides] [video] [poster] [文章]

1 Installation

From the current directory (which includes this README.md), run

cd hmmglm
pip install -e .

2 Tutorial

demo.ipynb is a step-by-step tutorial that run naive HMM-GLM, Gaussian HMM-GLM, and one-hot HMM-GLM on a synthetic dataset.