2 papers
cs.LG2023
SurvBeNIM: The Beran-Based Neural Importance Model for Explaining the Survival Models
Lev V. Utkin, Danila Y. Eremenko, Andrei V. Konstantinov
A new method called the Survival Beran-based Neural Importance Model (SurvBeNIM) is proposed. It aims to explain predictions of machine learning survival models, which are in the f…
cs.LG2023
SurvBeX: An explanation method of the machine learning survival models based on the Beran estimator
Lev V. Utkin, Danila Y. Eremenko, Andrei V. Konstantinov
An explanation method called SurvBeX is proposed to interpret predictions of the machine learning survival black-box models. The main idea behind the method is to use the modified…