| Means | Value(s) and Manifestation(s) | DT | AT | DE | DS | Application (model) | Approach | Visual elements | Additional details | |
|---|---|---|---|---|---|---|---|---|---|---|
| [O] | Feature relevance explanation ([44], [88], [92], [93], [94], [95]) | EXPLAINABILITY - Post-hoc explanations |
✅ | ✅ | ✅ | ✅ | Agnostic | - Feature attribute - Feature shape - Feature interaction - Sensitivity/ perturbation-based - Saliency maps(visual domain) |
- Bar charts - Visualization of element importance, saliency (visual domain) |
Usability of saliency maps for non-experts questioned. They should be accompanied by global descriptors |
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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