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Podejścia oparte na grafach w systemach wykrywania oszustw w czasie rzeczywistym

Podejścia oparte na grafach w systemach wykrywania oszustw w czasie rzeczywistym

Ali Kaya / Sara Kaya

138,93 €
IVA incluido
Disponible
Editorial:
KS OmniScriptum Publishing
Año de edición:
2026
Materia
Tecnología: cuestiones generales
ISBN:
9786630233285
138,93 €
IVA incluido
Disponible

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Sobre IBD

Książka ta przedstawia podejścia oparte na grafach w systemach wykrywania oszustw w czasie rzeczywistym. Pokazuje, w jaki sposób przedstawienie podmiotów (użytkowników, kont, urządzeń) jako węzłów, a interakcji jako krawędzi - w połączeniu z sieciami neuronowymi opartymi na grafach (GNN) oraz modelowaniem czasowym - umożliwia skuteczne wykrywanie wyrafinowanych, skoordynowanych wzorców oszustw, które umykają tradycyjnym metodom.Książka omawia ewolucję wykrywania oszustw, ograniczenia starszych systemów, grafy heterogeniczne i czasowe, wyzwania związane z działaniem w czasie rzeczywistym (skalowalność, niskie opóźnienia, dryf koncepcyjny), wyjaśnialność, kwestie etyczne oraz uczenie ciągłe. Proponuje hybrydową strukturę łączącą szkolenie offline z wnioskowaniem online w celu zapewnienia solidnej wydajności.Napisana przez Sarę Kayę (Somayeh Babaeitarkami) i dr. Ali Kayę, stanowi cenny przewodnik techniczny i strategiczny dotyczący tworzenia adaptacyjnych, przejrzystych rozwiązań do wykrywania oszustw w nowoczesnych środowiskach cyfrowych.

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