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Researcher
Katrien Antonio
- Disciplines:Applied economics
Affiliations
- Research Centre Insurance, Leuven (Research group)
Member
From1 Oct 2010 → Today
Projects
1 - 10 of 17
- Actuaries and STatisticians endeavour to design innovative, inclusive insurance products in a changing RISK landscapeFrom1 Jan 2022 → TodayFunding: FWO EOS
- The use of machine learning in combination with classical statistics for better predictive modelling in insuranceFrom1 Nov 2021 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Valuation and Advanced Learning methods for Emerging, global Risks In Actuarial scienceFrom24 Aug 2021 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Doctoral researcherFrom1 Jul 2021 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- VALERIA: Valuation and Advanced Learning methods for Emerging, global Risks In Actuarial scienceFrom1 Jan 2021 → TodayFunding: BOF - doctoral mandates
- Adaptation of statistical learning algorithms to actuarial applicationsFrom27 Nov 2020 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Interpretable machine learning methods for insurance pricing and reservingFrom31 Aug 2020 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Predictive modeling in insurance.From1 Oct 2019 → TodayFunding: BOF - doctoral mandates
- Understanding Insurance in the Era of Big Data and Personalization of RiskFrom1 Jan 2018 → 31 Dec 2020Funding: BOF - Other initiatives
- Pricing full-service maintenance contractsFrom1 Sep 2017 → 31 Aug 2021Funding: BOF - Doctoral projects
Publications
1 - 10 of 47
- A hierarchical reserving model for reported non-life insurance claims(2022)
Authors: Jens Robben, Katrien Antonio
Pages: 158 - 184Number of pages: 27 - Assessing the Impact of the COVID-19 Shock on a Stochastic Multi-Population Mortality Model(2022)
Authors: Jens Robben, Katrien Antonio, Sander Devriendt
Number of pages: 33 - Insurance pricing in the era of machine learning and telematics technology.(2021)
Authors: Roel Henckaerts, Katrien Antonio
- Sparse predictive modeling techniques with applications in insurance pricing and mortality forecasting(2021)
Authors: Sander Devriendt, Katrien Antonio
- Pricing full-service maintenance contracts(2021)
Authors: Laurens Deprez, Robert Boute, Katrien Antonio
- Editorial(2021)
Authors: Katrien Antonio
Pages: 205 - 206Number of pages: 2 - Pricing service maintenance contracts using predictive analytics(2021)
Authors: Laurens Deprez, Katrien Antonio, Robert Boute
Pages: 530 - 545 - Sparse regression with Multi-type Regularized Feature modeling(2021)
Authors: Sander Devriendt, Katrien Antonio, Tom Reynkens, Roel Verbelen
Pages: 248 - 261 - Boosting Insights in Insurance Tariff Plans with Tree-Based Machine Learning Methods(2021)
Authors: Roel Henckaerts, Katrien Antonio, Roel Verbelen
Pages: 255 - 285Number of pages: 31 - Methods for claim reserving in non-life insurance: modeling the occurrence, reporting and development of individual claims(2020)
Authors: Jonas Crèvecoeur, Katrien Antonio