Review Article
From Blackbox to Explainable AI in Healthcare: Existing Tools and Case Studies
Table 3
Features associated with various toolkits.
| Toolkit | Input type | Local/global explainability | Specific/agnostic |
| AIX-360 | Tabular and image data | Local/global | Agnostic | Alibi | Tabular and image data | Local/global | Agnostic | Skater | Tabular and image data | Global | Agnostic | H2O | Tabular and statistical data | Global | Agnostic | InterpretML | Tabular data | Local/global | Agnostic | EthicalML-XAI | Tabular data | Local/global | Agnostic | DALEX | Tabular and statistical data | Global | Agnostic | iNNvestigate | Image and tabular data | Local/global | Agnostic |
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