Why to Buy Insurance? An Explainable Artificial Intelligence Approach
We propose an Explainable AI model that can be employed in order to explain why a customer buys or abandons a non-life insurance coverage. The method consists in applying similarity clustering to the Shapley values that were obtained from a highly accurate XGBoost predictive classification algorithm...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2020-12-01
|
Series: | Risks |
Subjects: | |
Online Access: | https://www.mdpi.com/2227-9091/8/4/137 |