Extract XAI methods from State of the Art on Validation Techniques for ML

[cwmeijer]

Sub issue from #8. Create an initial list of XAI methods to chose from. Extract XAI methods from the document below:

Input Get references from:

• Recent deliverable on "State of the Art on Validation Techniques for ML", especially Tables 1 and 2 on pages 27 and 28

Old version can be found here:

• My preliminary work overview summarizing some OSS libraries and what methods they explain

Output Add to document to help to decide on the initial list.

[loostrum]

Method	Comment
G-REX	only accepts tabular data
QII	only accepts tabular data
ELI5	Not a method but a set of implementations?
LIME	Already in method list, added links to implementations
Anchors	only accepts tabular/text data
Real-time image saliency	Added notes to existing SA item
ASTRID	Added
KernelSHAP	part of existing SHAP
TreeSHAP	only accepts tabular data
DeepLIFT	DeepSHAP is enhanced version of DeepLIFT
DeepSHAP	Already in method list
Grad-Cam	Already in method list, added links to implementations
Deep visualization	Added