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https://github.com/1587causalai/caar

柯西推断行动回归

https://github.com/1587causalai/caar

Science Score: 26.0%

This score indicates how likely this project is to be science-related based on various indicators:

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    CITATION.cff file
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    Found codemeta.json file
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    .zenodo.json file
    Found .zenodo.json file
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    DOI references
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    Academic publication links
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    Scientific vocabulary similarity
    Low similarity (5.4%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

柯西推断行动回归

Basic Info
Statistics
  • Stars: 2
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Created about 1 year ago · Last pushed about 1 year ago
Metadata Files
Readme

README.md

()

https://github.com/1587causalai/causal-sklearn

/(Abduction/Action)CAAR: Cauchy Abduction Action Regression

robust-regression-experiment/ src/ # models/ # data/ # utils/ # experiments/ # run_experiments.py # data/ # Bike-Sharing-Dataset.zip communities.data communities.names Concrete_Data.xls hour.csv parkinsons_updrs.data winequality-red.csv results/ # all_real_results.pkl all_synthetic_results.pkl experiment_log.txt tables/ # real_*_outliers/ # synthetic_*_outliers/ # docs/ # _navbar.md _sidebar.md index.html experiment_design.md # experiment_method.md # experiment_summary.md # network_design.md # real_exp_report.md # synthetic_exp_report.md # images/ # README.md convert_to_html_img.py # download_data.py # serve_docs.py # requirements.txt # README.md #

  • Python 3.8+
  • PyTorch 2.0+
  • scikit-learn 1.3.0+
  • pandas 2.0+
  • numpy 1.24+
  • matplotlib 3.7+
  • seaborn 0.12+

bash pip install -r requirements.txt

```bash

python src/run_experiments.py

python src/experiments/synthetic_exp.py

python src/experiments/real_exp.py ```

  • ****:
  • ****: python serve_docs.py

docs/

  • experiment_design.md:
  • experiment_method.md:
  • network_design.md:
  • synthetic_exp_report.md:
  • real_exp_report.md:
  • experiment_summary.md:
  • experiment_conclusion.md:

```bash

python serve_docs.py

docsify-cli

npm install -g docsify-cli docsify serve docs

Python

cd docs && python -m http.server 3000 ```

GitHub Pages

```bash

docs

./deploy_docs.sh

git add docs/results git commit -m "Add results images for GitHub Pages" git push ```

CAAR

  1. ****CAAR

  2. ****CAAR

  3. ****CAARMdAE

  4. ****CAAR

CAAR

bibtex @misc{caar2025, title={CAAR: Cauchy Abduction Action Regression for Robust Regression with Outliers}, author={Heyang Gong}, year={2025}, howpublished={\url{https://github.com/1587causalai/robust-regression-experiment}}, note={GitHub repository} }

Owner

  • Name: Heyang Gong
  • Login: 1587causalai
  • Kind: user

1587causalai

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  • Create event: 5
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  • Delete event: 1
  • Push event: 15
  • Pull request event: 2
  • Create event: 5

Dependencies

requirements.txt pypi
  • matplotlib ==3.7.2
  • numpy ==1.24.3
  • pandas ==2.0.3
  • scikit-learn ==1.3.0
  • seaborn ==0.12.2
  • tabulate ==0.9.0
  • torch ==2.0.1
  • tqdm ==4.65.0