Table 1 Overview of transformation schemes and their preprocessing requirements
From: A comprehensive tool for creating and evaluating privacy-preserving biomedical prediction models
Transformation scheme | Preprocessing required | |
|---|---|---|
| Â | Numeric attributes | Categorical attributes |
Cell suppression | No | No |
Attribute suppression | No | No |
Record suppression | No | No |
Generalization | Yes | Yes |
Categorization | Yes | N/A |
Aggregation | No | N/A |
Random sampling | No | No |