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Abordagens baseadas em grafos para sistemas de deteção de fraudes em tempo real

Abordagens baseadas em grafos para sistemas de deteção de fraudes em tempo real

Ali Kaya / Sara Kaya

138,94 €
IVA incluido
Disponible
Editorial:
KS OmniScriptum Publishing
Año de edición:
2026
Materia
Tecnología: cuestiones generales
ISBN:
9786630238402
138,94 €
IVA incluido
Disponible

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Sobre IBD

Este livro apresenta abordagens baseadas em grafos para sistemas de deteção de fraudes em tempo real. Mostra como a representação de entidades (utilizadores, contas, dispositivos) como nós e de interações como arestas - com o apoio de Redes Neurais de Grafos (GNNs) e modelação temporal - permite a deteção eficaz de padrões de fraude sofisticados e coordenados que os métodos tradicionais não conseguem identificar.O livro aborda a evolução da deteção de fraudes, as limitações dos sistemas legados, grafos heterogéneos e temporais, os desafios em tempo real (escalabilidade, baixa latência, desvio conceptual), a explicabilidade, a ética e a aprendizagem contínua. Propõe uma estrutura híbrida que combina treino offline com inferência online para um desempenho robusto.Escrito por Sara Kaya (Somayeh Babaeitarkami) e pelo Dr. Ali Kaya, serve como um valioso guia técnico e estratégico para a criação de soluções adaptativas e transparentes de deteção de fraudes em ambientes digitais modernos.

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