Bias

Measuring

Here are some tutorials where different systems are assessed using the metrics.

• Measuring Bias Classification

• Measuring Bias Regression

• Measuring Bias Recommender

• Measuring Bias Clustering

• Measuring Bias Multiclass

Mitigation

Here are some tutorials where different systems are fitting using the mitigators.

• Binary Classification

  • Demos

    • Preprocessing Bias Mitigation for Binary Classification

    • Inprocessing Bias Mitigation for Binary Classification

    • Postprocessing Bias Mitigation for Binary Classification

  • Examples

    • Census Data Analysis

• Regression

  • Demos

    • Preprocessing Bias Mitigation for Regression

    • Inprocessing Bias Mitigation for Regression

    • Postprocessing Bias Mitigation for Regression

  • Examples

    • Case study: Mitigating Bias in “Communities and Crime” dataset

• Multiclass Classification

  • Demos

    • Preprocessing Bias Mitigation for Multiclass Classification

    • Inprocessing Bias Mitigation for Multiclass Classification

    • Postprocessing Bias Mitigation for Multiclass Classification

  • Examples

    • Bias Mitigation in US Crime Data

• Recommender Systems

  • Demos

    • Inprocessing Bias Mitigation for Recommender Systems

    • Postprocessing Bias Mitigation for Recommender Systems

  • Examples

    • Case study: Mitigating Bias in “LastFM” dataset

• Clustering

  • Demos

    • Preprocessing Bias Mitigation for Clustering

    • Inprocessing Bias Mitigation for Clustering

    • Postprocessing Bias Mitigation for Clustering

  • Examples

    • Bias Mitigation in Clinical Records