https://github.com/phuijse/bayesian_bazin
https://github.com/phuijse/bayesian_bazin
Last synced: 8 months ago
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- Host: GitHub
- URL: https://github.com/phuijse/bayesian_bazin
- Owner: phuijse
- Created: 2022-11-27T15:53:04.000Z (almost 3 years ago)
- Default Branch: main
- Last Pushed: 2022-11-27T16:32:18.000Z (almost 3 years ago)
- Last Synced: 2025-01-15T13:05:30.757Z (9 months ago)
- Language: Jupyter Notebook
- Size: 4.39 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Bayesian inference for a phenomenological Supernovae model
A jupyter notebook evaluating MCMC and VI to perform bayesian inference on the parameters of the Bazin Supernovae model.
In this simple example a SNe light curve is first simulated using the Bazin model. A well-calibrated inference method should be able to recover the parameters from which the light curve was simulated.
The [NumPyro](https://num.pyro.ai/en/stable/index.html) library is used to perform inference and the HoloViews library is used for visualizations.
See a rendered version of the notebook at: https://phuijse.github.io/bayesian_bazin/