https://github.com/innixma/stack-info-leak

https://github.com/innixma/stack-info-leak

Last synced: 23 days ago
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• Host: GitHub
• URL: https://github.com/innixma/stack-info-leak
• Owner: Innixma
• License: apache-2.0
• Created: 2022-03-17T20:10:08.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2022-09-15T15:58:56.000Z (over 2 years ago)
• Last Synced: 2024-12-05T17:44:59.114Z (about 1 month ago)
• Language: Python
• Size: 25.4 KB
• Stars: 0
• Watchers: 2
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# stack-info-leak

AutoGluon is a required dependency for using this library, along with s3fs:

```bash

# Requires Python 3.7, 3.8, or 3.9

git clone https://github.com/Innixma/stack-info-leak.git

pip install s3fs

pip install --pre autogluon  # or source install

```

Try it out with the examples:

```bash

python examples/run_santander.py

```

## Stack info leakage correction techniques

### Default

No stack info leakage correction

### AddNoise

Adds random noise to all out-of-fold predictions of the L1 models

### AddSwap

Swaps a proportion of out-of-fold predictions of the L1 models randomly across rows

### AddDropout

Drops a proportion of out-of-fold predictions of the L1 models randomly (replaced with constant predictor value)