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Podejścia oparte na grafach w systemach wykrywania oszustw w czasie rzeczywistym
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ISBN10: 663023328X
ISBN13: 9786630233285
Publisher: Wydawnictwo Nasza Wiedza
Published: Jul 3 2026
Pages: 224
Weight: 0.67
Height: 0.51 Width: 6.00 Depth: 9.00
Language: Polish
ISBN13: 9786630233285
Publisher: Wydawnictwo Nasza Wiedza
Published: Jul 3 2026
Pages: 224
Weight: 0.67
Height: 0.51 Width: 6.00 Depth: 9.00
Language: Polish
Książka ta przedstawia podejścia oparte na grafach w systemach wykrywania oszustw w czasie rzeczywistym. Pokazuje, w jaki sposób przedstawienie podmiotów (użytkowników, kont, urządzeń) jako węzlów, a interakcji jako krawędzi - w polączeniu 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 dzialaniem w czasie rzeczywistym (skalowalnośc, niskie opóźnienia, dryf koncepcyjny), wyjaśnialnośc, kwestie etyczne oraz uczenie ciągle. Proponuje hybrydową strukturę lączącą 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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