Now we perform the fairness analysis by race. Does the model treat Caucasians and African- Americans in a similar fashion?
Compute the confusion matrix as in 1.5. But this time do it separately for African-Americans and for Caucasians. For both CM-s, compute:
Recidivism rate for the predicted low-risk offenders (1 − NPV), and non-recidivsm rate for the predicted high-risk offenders

Question

05-06-2024
Social Studies

Answered

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Now we perform the fairness analysis by race. Does the model treat Caucasians and African- Americans in a similar fashion?
Compute the confusion matrix as in 1.5. But this time do it separately for African-Americans and for Caucasians. For both CM-s, compute:
Recidivism rate for the predicted low-risk offenders (1 − NPV), and non-recidivsm rate for the predicted high-risk offenders

Sagot :

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