| Means | Value(s) and Manifestation(s) | DT | AT | DE | DS | Application (model) | Approach | Visual elements | Additional details | |
|---|---|---|---|---|---|---|---|---|---|---|
| [Y] | AI Fairness 3601 ([59]) | PERFORMANCE - False Positive and Negative rates FAIRNESS - False Positive and Negative rates across groups - Debiasing algorithms NON-DISCRIMINATION - Analysis of data for potential biases, data quality assessment |
✅ | ✅ | Classifiers: logistic regression, random forest classifier and neural networks | - Bar charts - Confidence bars |
Red: descriptive documents specifying whether/how a value manifestation is fulfilled
Blue: strategy for fulfilling value manifestations
Green : complete tool for enabling the fulfillment of value manifestations
DT: Development Team
AT: Auditing Team
DE: Data domain Experts
DS: Decision Subject
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