Review Article

From Blackbox to Explainable AI in Healthcare: Existing Tools and Case Studies

Table 3

Features associated with various toolkits.

ToolkitInput typeLocal/global explainabilitySpecific/agnostic

AIX-360Tabular and image dataLocal/globalAgnostic
AlibiTabular and image dataLocal/globalAgnostic
SkaterTabular and image dataGlobalAgnostic
H2OTabular and statistical dataGlobalAgnostic
InterpretMLTabular dataLocal/globalAgnostic
EthicalML-XAITabular dataLocal/globalAgnostic
DALEXTabular and statistical dataGlobalAgnostic
iNNvestigateImage and tabular dataLocal/globalAgnostic