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Conformal Locally Valid interval-Estimates for Regression

Instructions

First, clone this repository. All scripts must be run from the root directory (/lcv).

Downloading datasets

To download and process all datasets, run bash scripts/data/paper.sh.

If you want to download a single dataset, run python scripts/data/download.py -d $DATASET where $DATASET is any of the datasets listed as keys in the URL dictionary in scripts/data/download.py. To process a single dataset, run python scripts/data/process.py -d $DATASET.

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Conformal Locally Valid interval-Estimates for Regression

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  • Jupyter Notebook 75.5%
  • Python 24.4%
  • Shell 0.1%