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# Volt
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Public Implementation of
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*Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes* [link]
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by [Gregory Benton](https://g-benton.github.io/), [Wesley Maddox](https://wjmaddox.github.io), and [Andrew Gordon Wilson](https://cims.nyu.edu/~andrewgw/).
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Please cite our work if you find it useful:
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```
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@inproceedings{benton2022volatility,
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title={olatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes},
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author={Benton, Gregory and Maddox, Wesley and Wilson, Andrew Gordon Gordon},
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booktitle={International Conference on Machine Learning},
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year={2022},
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organization={PMLR}
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}
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```
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## Explanatory Notebook
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To see an overview of how to use Volt with synthetically generated code, see the `Example` notebook which walks through how the code is organized step by step.
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## Experiments
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The two core experimental settings from the paper involve modeling historical wind speeds and stock prices. The code to run these experiments with example commands is in the `experiments` folder.
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from setuptools import setup
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import os
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import sys
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setup(
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name='voltron',
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version='alpha',
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description=('Voltron Repo'),
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author='Greg Benton',
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author_email='greg.w.benton@gmail.com',
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url='https://github.com/g-benton/voltron',
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license='Apache-2.0',
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packages=['voltron'],
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install_requires=[
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'matplotlib>=3.0.3',
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'setuptools>=41.0.0',
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'torch>=1.11.0',
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'numpy>=1.16.2',
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'gpytorch>=1.0.1',
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],
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include_package_data=True,
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classifiers=[
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'Development Status :: 0',
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'Intended Audience :: Science/Research',
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'Programming Language :: Python :: 3.7'],
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)
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