On the use of case estimate and transactional payment data in neural networks for individual loss reserving

Benjamin Avanzi, Matthew Lambrianidis, Greg Taylor +1

The use of neural networks trained on individual claims data has become increasingly popular in the actuarial reserving literature. We consider how to best input historical payment…