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Researcher
Katrien Antonio
- Disciplines:Econometric and statistical methods and methodology
Affiliations
- Insurance Research Group (Research group)
Member
From1 Oct 2010 → Today - Statistics and Risk (Division)
Member
From1 Oct 2004 → 9 Jun 2010
Projects
1 - 10 of 21
- Responsible actuarial and statistical learningFrom22 Sep 2023 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Statistical learning for innovate and inclusive insurance products in a changing risk landscapeFrom10 Oct 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- pricing dynamic and experience-based maintenance contractsFrom1 Sep 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- 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 → 30 Sep 2023Funding: 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
- Temporal dynamics in tree-based models and applications to lapse behaviour in life insuranceFrom27 Nov 2020 → 14 Mar 2024Funding: 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
Publications
1 - 10 of 57
- Modern contributions in quantitative finance: on derivatives pricing and sustainable capital(2023)
Authors: Eva Verschueren, Katrien Antonio, Wim Schoutens
- Bridging the gap between pricing and reserving with an occurrence and development model for non-life insurance claims(2023)
Authors: Katrien Antonio
- Data-driven preventive maintenance for a heterogeneous machine portfolio(2023)
Authors: Katrien Antonio, Robert Boute
Pages: 163 - 170 - Insurance pricing with hierarchically structured data: An illustration with a workers' compensation insurance portfolio(2023)
Authors: Bavo Campo, Katrien Antonio
Pages: 853 - 884 - Empirical Risk Assessment of Maintenance Costs under Full-service Contracts(2023)
Authors: Laurens Deprez, Katrien Antonio, Robert Boute
Pages: 476 - 493 - Copula-based inference for bivariate survival data with left truncation and dependent censoring(2022)
Authors: Negera Wakgari Deresa, Ingrid Van Keilegom, Katrien Antonio
Pages: 1 - 21 - When stakes are high: balancing accuracy and transparency with Model-Agnostic Interpretable Data-driven suRRogates(2022)
Authors: Roel Henckaerts, Katrien Antonio
- Social network analytics for supervised fraud detection in insurance(2022)
Authors: Katrien Antonio, Bart Baesens, Tom Reynkens
Pages: 1872 - 1890 - The added value of dynamically updating motor insurance prices with telematics collected driving behavior data(2022)
Authors: Roel Henckaerts, Katrien Antonio
Pages: 79 - 95 - Modeling the occurrence of events subject to a reporting delay via an EM algorithm(2022)
Authors: Katrien Antonio, Gerda Claeskens, Jonas Crèvecoeur
Pages: 394 - 410