rezpe / proba_forecast

Probabilistic Time Series Forecast

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Overview

This package contains the code of the first article

Recorder

This package records the results in the specified folder. It is required as it performs the serialization of non-trivial data structures like numpy arrays.

App quantile regression

This package contains the code that transforms non-probabilistic forecast methods into probabilistic ones:

  • Gradient Boost
  • linear regression
  • k-neighbors
  • lightgbm
  • MLP (Multilayer perceptron)
  • Random forests

All data processing

This package processes and cleans the predictors and calculates the lagged values. It separate training and testing data.

Notebooks

The notebooks contained in this package feature the visualization code for the results.

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Probabilistic Time Series Forecast


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Language:Jupyter Notebook 99.2%Language:Python 0.8%