SurvLIME-Inf: A simplified modification of SurvLIME for explanation of machine learning survival models

5 May 2020Lev V. UtkinMaxim S. KovalevErnest M. Kasimov

A new modification of the explanation method SurvLIME called SurvLIME-Inf for explaining machine learning survival models is proposed. The basic idea behind SurvLIME as well as SurvLIME-Inf is to apply the Cox proportional hazards model to approximate the black-box survival model at the local area around a test example... (read more)

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