Publications
Under revision
FairGGPR: a multi-criteria fair Gaussian regressor for insurance pricing
This article develops a Bayesian non-parametric regression framework for insurance pricing that incorporates several fairness interventions within a single predictive model.
Talks
Code Journal Articles
A multivariate Energy-based fairness adjuster for premiums
This article proposes a multivariate energy-distance-based adjustment method for mitigating group-level disparities in insurance premiums across multiple sensitive attributes.
Latent Dirichlet Allocation for structured insurance data
This article applies Latent Dirichlet Allocation to structured tabular insurance data, using topic modelling as a soft clustering framework to identify underlying risk profiles in insurance portfolios.
Variational AutoEncoder for synthetic insurance data
This article develops a Variational AutoEncoder tailored to heterogeneous insurance data for dimensionality reduction and synthetic insurance policy generation.
Insurance analytics with clustering techniques
This article develops clustering approaches for heterogeneous insurance data, with applications to risk segmentation and the construction of unsupervised pricing grids.