3 papers
cs.LG2024
Automated Machine Learning in Insurance
Panyi Dong, Zhiyu Quan
Machine Learning (ML) has gained popularity in actuarial research and insurance industrial applications. However, the performance of most ML tasks heavily depends on data preproces…
cs.LG2024
Privacy-Enhancing Collaborative Information Sharing through Federated Learning -- A Case of the Insurance Industry
Panyi Dong, Zhiyu Quan, Brandon Edwards +5
The report demonstrates the benefits (in terms of improved claims loss modeling) of harnessing the value of Federated Learning (FL) to learn a single model across multiple insuranc…
q-fin.RM2024
Improving Business Insurance Loss Models by Leveraging InsurTech Innovation
Zhiyu Quan, Changyue Hu, Panyi Dong +1
Recent transformative and disruptive advancements in the insurance industry have embraced various InsurTech innovations. In particular, with the rapid progress in data science and…