https://github.com/adityalab/profhit
https://github.com/adityalab/profhit
Last synced: 28 days ago
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- Host: GitHub
- URL: https://github.com/adityalab/profhit
- Owner: AdityaLab
- License: mit
- Created: 2022-04-08T21:06:51.000Z (about 3 years ago)
- Default Branch: master
- Last Pushed: 2022-11-03T19:52:49.000Z (over 2 years ago)
- Last Synced: 2025-04-02T23:51:32.041Z (29 days ago)
- Language: Python
- Size: 25.6 MB
- Stars: 32
- Watchers: 3
- Forks: 9
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# PROFHiT: Probabilistic Robust Forecasting for Hierarchical Time-series
## Setup
1. Make sure anaconda or miniconda is installed.
2. Pachake required are listed in `conda.yml`.
3. Run the following command to install the required packages.
```bash
bash scripts/setup.sh
```
## Running
For Tourism dataset run `train_tourism.py` and `train.py` for others.
The start of the script has hyperparameters including the dataset to use.
## Citation
If you find this work useful for your research please cite us as follows:
```bibtex
@article{kamarthi2022profhit,
title={PROFHIT: Probabilistic Robust Forecasting for Hierarchical Time-series},
author={Kamarthi, Harshavardhan and Kong, Lingkai and Rodr{\'\i}guez, Alexander and Zhang, Chao and Prakash, B Aditya},
journal={arXiv preprint arXiv:2206.07940},
year={2022}
}
```