Publications

Roel Verbelen, Katrien Antonio, Gerda Claeskens, Jonas Crevecoeur (2021). Modeling the occurrence of events subject to a reporting delay via an EM algorithm. Statistical Science. 37(3), 394-410..

Sander Devriendt, Katrien Antonio, Tom Reynkens, Roel Verbelen (2020). Sparse Regression with Multi-type Regularized Feature Modeling. IME, 91, 248-261.

PDF Code Source Document DOI

Roel Henckaerts, Marie-Pier Côté, Katrien Antonio, Roel Verbelen (2020). Boosting insights in insurance tariff plans with tree-based machine learning methods. North American Actuarial Journal.

Jonas Crevecoeur, Katrien Antonio, Roel Verbelen (2019). Modeling the number of hidden events subject to observation delay. European Journal of Operational Research, 277(3), 930–944..

Roel Verbelen, Katrien Antonio, Gerda Claeskens (2018). Unraveling the predictive power of telematics data in car insurance pricing. J. R. Stat. Soc. C, 67: 1275-1304.

Roel Henckaerts, Katrien Antonio, Maxime Clijsters, Roel Verbelen (2018). A data driven binning strategy for the construction of insurance tariff classes. SAJ, (8), 681–705.

Tom Reynkens, Roel Verbelen, Jan Beirlant, Katrien Antonio (2017). Modelling censored losses using splicing: A global fit strategy with mixed Erlang and extreme value distributions. Insurance: Mathematics and Economics, 77, 65–77.

PDF Code Source Document DOI

Roel Verbelen (2017). Data analytics for insurance loss modelling, telematics pricing and claims reserving..

PDF Source Document

Roel Verbelen, Katrien Antonio, Gerda Claeskens (2016). Multivariate mixtures of Erlangs for density estimation under censoring.. Lifetime Data Analysis , 22(3), 429–455..

Roel Verbelen, Gong Lan, Katrien Antonio, Andrei Badescu, X. Sheldon Lin (2015). Fitting Mixtures of Erlangs to Censored and Truncated Data Using the EM Algorithm. Astin Bulletin, 45(3), 729–758..

Katrien Antonio, Roel Verbelen (2015). Loss modeling using mixtures of Erlangs. De Actuaris, May 2015, 42–44..

Roel Verbelen (2014). Telematics insurance: the safer you drive, the less you pay. ECONnect, Faculty of Economics and Business KU Leuven, Dec. 2014 Jan. Feb. 2015, 44–45.

(0001). .