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ARHMM-C elegans

Code to reproduce results in:

Quantifying the behavioral dynamics of C. Elegans with autoregressive hidden Markov models
by E. Kelly Buchanan, Akiva Lipschitz, Scott Linderman and Liam Paninski

presented at Worm's Neural Information Processing (WNIP) Workshop
at Neural Information Processing Systems (NIPS), 2017.

Getting Started

List of input files:

  • andre_ftp_matfiles.txt : List of files

Jupyter Notebooks:

  • Paper_figures : Make plots from results

Run Experiments (run between F3 and F4):

  • fit_worm10.py :

Helper functions:

  • preprocessing.py
  • tmputil.py
  • tmputil_plots.py

Results directory:

  • results_strains/

Authors

See also the list of contributors who participated in this project.

License

This project is licensed under the MIT License - see the LICENSE.md file for details

Acknowledgments

  • Andre Brown for providing the data.