FeatureWeightDebiasing/decomposition_experiments.sh at main · kramerlab/FeatureWeightDebiasing · GitHub

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N_CV_REPEATS=50

DROP=1
for BIAS_TYPE in less_positive_class less_negative_class
do
    for SAMPLE_WEIGHTING_METHOD in fw-mrs-temperature mrs-forest psa kmm uniform  fw-mrs-temperature-svm \
        soft-mrs-linear
    do
        for DATASET in breast_cancer loan_prediction
        do
            python src/weighting_experiment.py --dataset $DATASET  --sample_weighting_method $SAMPLE_WEIGHTING_METHOD  \
            --bias_type $BIAS_TYPE --experiment_name decomposition --bias_fraction 0.1 \
                --drop $DROP --n_cv_repeats $N_CV_REPEATS --load_previous_results
        done
    done
done

DROP=5
for BIAS_TYPE in less_positive_class less_negative_class
do
    for SAMPLE_WEIGHTING_METHOD in fw-mrs-temperature mrs-forest psa kmm uniform fw-mrs-temperature-svm \
        soft-mrs-linear
    do
        for DATASET in folktables_income hr_analytics folktables_employment
        do
            python src/weighting_experiment.py --dataset $DATASET  --sample_weighting_method $SAMPLE_WEIGHTING_METHOD  \
            --bias_type $BIAS_TYPE --experiment_name decomposition --bias_fraction 0.1 \
            --drop $DROP --n_cv_repeats $N_CV_REPEATS --load_previous_results
        done
    done
done

DROP=1
for SAMPLE_WEIGHTING_METHOD in fw-mrs-temperature mrs-forest psa kmm uniform  \
    soft-mrs-linear fw-mrs-temperature-svm
do
    for DATASET in breast_cancer loan_prediction
    do
        python src/weighting_experiment.py --dataset $DATASET  --sample_weighting_method $SAMPLE_WEIGHTING_METHOD  \
        --bias_type mean_difference --experiment_name decomposition --bias_fraction 0.8 \
            --drop $DROP --n_cv_repeats $N_CV_REPEATS --load_previous_results
    done
done

DROP=5
for SAMPLE_WEIGHTING_METHOD in fw-mrs-temperature mrs-forest psa kmm uniform  fw-mrs-temperature-svm \
    soft-mrs-linear
do
    for DATASET in folktables_income hr_analytics folktables_employment
    do
        python src/weighting_experiment.py --dataset $DATASET  --sample_weighting_method $SAMPLE_WEIGHTING_METHOD  \
        --bias_type mean_difference --experiment_name decomposition --bias_fraction 0.8 \
        --drop $DROP --n_cv_repeats $N_CV_REPEATS --load_previous_results
    done
done