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Network analytics for insurance fraud detection: a critical case study

descriptionPublicationkeyboard_double_arrow_right Article 14 May 2024 Belgium, Belgium, United Kingdom English Publisher:Springer Science and Business Media LLCJournal:European Actuarial Journal, volume 14, pages 965-990 (issn: 2190-9733, eissn: 2190-9741, Copyright policy )
Authors: Deprez, Bruno; Vandervorst, Félix; Verbeke, Wouter; Verdonck, Tim; Baesens, Bart;

doi: 10.1007/s13385-024-00384-6

handle: 10067/2059930151162165141

Network analytics for insurance fraud detection: a critical case study

Abstract

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Countries
Belgium, Belgium, United Kingdom
Related Organizations
Keywords

Network Data, Economics, Statistics & Probability, Social Sciences, supervised learning, network data, Insurance, Business & Economics, 0102 Applied Mathematics, 3502 Banking, finance and investment, 4901 Applied mathematics, Science & Technology, Fraud analytics, 0104 Statistics, 1502 Banking, Finance and Investment, Business, Finance, Network data, 4905 Statistics, fraud analytics, Fraud Analytics, Physical Sciences, Actuarial mathematics, Supervised Learning, Mathematics, Supervised learning, insurance

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 4
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    		 Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    		 Average
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
4
Top 10%
Average
Average
Green