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. 2020 Dec 25;23(1):18. doi: 10.3390/e23010018

Table 3.

Interpretability Methods to Create White-Box Models.

Ref Tool Category Local vs. Global Model Specific vs. Model Agnostic Data Type Citations/Year Year
[65] InterpretML W G Specific tab 129.5 2015
[64] Slim W G Specific tab 35.2 2016
[68] AIX360 W G Specific tab 12.3 2018
[71] AIX360 W L Specific tab 12 2019
[69] AIX360 W G Specific tab 5 2019