384-on-the-estimation-of-gaussian-mixture-copula-models
https://github.com/szu-advtech-2023/384-on-the-estimation-of-gaussian-mixture-copula-models
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- Host: GitHub
- Owner: SZU-AdvTech-2023
- Default Branch: main
- Size: 1.79 MB
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Metadata Files
Citation
https://github.com/SZU-AdvTech-2023/384-On-the-Estimation-of-Gaussian-Mixture-Copula-Models/blob/main/
## GMCM
TensorFlow-Probability (TFP) Copula (GMCM) GMCM (GMM)
- Tewari, Ashutosh. "On the estimation of Gaussian mixture copula models." *International Conference on Machine Learning*. PMLR, 2023.
- https://proceedings.mlr.press/v202/tewari23a.html
> @inproceedings{tewari2023estimation,
> title={On the estimation of Gaussian mixture copula models},
> author={Tewari, Ashutosh},
> booktitle={International Conference on Machine Learning},
> pages={34090--34104},
> year={2023},
> organization={PMLR}
> }
### Requirements
- python>=3.7
- numpy>=1.19.5
- TensorFlow>=2.5.0
- TensorFlow-Probability>=0.13.0
- scikit-learn>=0.23.2
- pandas>=1.1.3
###
- bijectors.pybijectorGMM bijector.
- GMCM.py: GMCMGMCMGMC
- utils.py
- main.pyGMCM
###
1. Python
Python 3.7 Python
2.
3.
pip
python>=3.7
numpy>=1.19.5
TensorFlow>=2.5.0
TensorFlow-Probability>=0.13.0
scikit-learn>=0.23.2
pandas>=1.1.3
4.
main.py
Python
```
python main.py
```
5.
main.py
main.py 42 43
Owner
- Name: SZU-AdvTech-2023
- Login: SZU-AdvTech-2023
- Kind: organization
- Repositories: 1
- Profile: https://github.com/SZU-AdvTech-2023
Citation (citation.txt)
@inproceedings{REPO384,
author = "Tewari, Ashutosh",
booktitle = "International Conference on Machine Learning",
pages = "34090--34104",
title = "{On the Estimation of Gaussian Mixture Copula Models}",
year = "2023"
}