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Approcci basati su grafi per sistemi di rilevamento delle frodi in tempo reale
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ISBN10: 6630230728
ISBN13: 9786630230727
Publisher: Edizioni Sapienza
Published: Jul 3 2026
Pages: 220
Weight: 0.66
Height: 0.50 Width: 6.00 Depth: 9.00
Language: Italian
ISBN13: 9786630230727
Publisher: Edizioni Sapienza
Published: Jul 3 2026
Pages: 220
Weight: 0.66
Height: 0.50 Width: 6.00 Depth: 9.00
Language: Italian
Questo libro presenta approcci basati sui grafi per i sistemi di rilevamento delle frodi in tempo reale. Illustra come la rappresentazione delle entità (utenti, account, dispositivi) come nodi e delle interazioni come spigoli - grazie alle reti neurali su grafi (GNN) e alla modellizzazione temporale - consenta un rilevamento efficace di modelli di frode sofisticati e coordinati che i metodi tradizionali non riescono a individuare.Il libro tratta l'evoluzione del rilevamento delle frodi, i limiti dei sistemi legacy, i grafi eterogenei e temporali, le sfide del tempo reale (scalabilità , bassa latenza, deriva concettuale), la spiegabilità , l'etica e l'apprendimento continuo. Propone un framework ibrido che combina l'addestramento offline con l'inferenza online per garantire prestazioni robuste.Scritto da Sara Kaya (Somayeh Babaeitarkami) e dal dott. Ali Kaya, il libro costituisce una preziosa guida tecnica e strategica per la creazione di soluzioni di rilevamento delle frodi adattive e trasparenti nei moderni ambienti digitali.
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