Non-life insurance risk classification using categorical embedding

P Shi, K Shi - North American Actuarial Journal, 2023 - Taylor & Francis
This article presents several actuarial applications of categorical embedding in the context of
non-life insurance risk classification. In non-life insurance, many rating factors are naturally …

The multivariate mixed negative binomial regression model with an application to insurance a posteriori ratemaking

G Tzougas, AP di Cerchiara - Insurance: Mathematics and Economics, 2021 - Elsevier
This paper is concerned with introducing a family of multivariate mixed Negative Binomial
regression models in the context of a posteriori ratemaking. The multivariate mixed Negative …

EM estimation for the Poisson-inverse gamma regression model with varying dispersion: an application to insurance ratemaking

G Tzougas - Risks, 2020 - mdpi.com
This article presents the Poisson-Inverse Gamma regression model with varying dispersion
for approximating heavy-tailed and overdispersed claim counts. Our main contribution is that …

[HTML][HTML] A new cosine-Weibull model: distributional properties with applications to basketball and medical sectors

X Wu, Z Ahmad, E Hussam, MH Alhelali… - Alexandria Engineering …, 2023 - Elsevier
The two-parameter classical Weibull distribution is commonly implemented to cater for the
product's reliability, model the failure rates, analyze lifetime phenomena, etc. In this work, we …

Bayesian credibility under a bivariate prior on the frequency and the severity of claims

ECK Cheung, W Ni, R Oh, JK Woo - Insurance: Mathematics and …, 2021 - Elsevier
In this paper, as opposed to the usual assumption of independence, we propose a credibility
model in which the (unobservable) risk profiles of the claim frequency and the claim severity …

Bonus-malus premiums based on claim frequency and the size of claims

A Moumeesri, T Pongsart - Risks, 2022 - mdpi.com
The bonus-malus system (BMS) is one of the most widely used tools in merit-rating
automobile insurance, with the primary goal of ensuring that fair premiums are paid by all …

Ruin probabilities with dependence on the number of claims within a fixed time window

C Constantinescu, S Dai, W Ni, Z Palmowski - Risks, 2016 - mdpi.com
We analyse the ruin probabilities for a renewal insurance risk process with inter-arrival times
depending on the claims that arrive within a fixed (past) time window. This dependence …

Risk models with premiums adjusted to claims number

B Li, W Ni, C Constantinescu - Insurance: Mathematics and Economics, 2015 - Elsevier
Classical compound Poisson risk models consider the premium rate to be constant. By
adjusting the premium rate to the claims history, one can emulate a Bonus–Malus system …

[PDF][PDF] Bayesian bonus-malus premium with Poisson-Lindley distributed claim frequency and Lognormal-Gamma distributed claim severity in automobile insurance

A Moumeesri, W Klongdee, T Pongsart - WSEAS Transactions on …, 2020 - wseas.com
The traditional automobile insurance bonus-malus system (BMS) merit-rating depends on
the number of claims. An insured individual who makes a small severity claim is penalized …

Insurance ratemaking using the exponential-lognormal regression model

G Tzougas, WH Yik, MW Mustaqeem - Annals of Actuarial Science, 2020 - cambridge.org
This paper is concerned with presenting the Exponential-Lognormal (ELN) regression
model as a competitive alternative to the Pareto, or Exponential-Inverse Gamma, regression …