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CamaleonteGAN Quantum-AIO by Edward Fondo, Fullgence Mwakondo

CamaleonteGAN Quantum-AIO

by Edward Fondo , Fullgence Mwakondo
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Book cover type: Paperback
  • ISBN13: 9786204721576
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Edizioni Sapienza
  • Publisher Imprint: Edizioni Sapienza
  • Publication Date:
  • Pages: 64
  • Original Price: GBP 38.19
  • Language: Italian
  • Edition: N/A
  • Item Weight: 100 grams
  • BISAC Subject(s): Electronics / General

La sicurezza informatica sta entrando in una fase critica in cui gli avversari sfruttano tecniche di mimetizzazione, mutazione e zero-day per eludere il rilevamento. Questo libro presenta Quantum-AIO ChameleonGAN, un'architettura di difesa multidisciplinare che combina l'informatica quantistica, l'adattamento ispirato ai camaleonti e l'ottimizzazione dell'angolo di incidenza (AIO) per contrastare le minacce moderne. A differenza dei sistemi di rilevamento delle intrusioni convenzionali, il framework sintetizza modelli avversari polimorfici, regola dinamicamente la sensibilit� del rilevamento e quantifica le deviazioni attraverso metriche angolari per una maggiore interpretabilit�. Un'ampia validazione sperimentale dimostra che Quantum-AIO ChameleonGAN supera in modo significativo i sistemi classici basati su GAN, gli autoencoder variazionali e i rilevatori di tipo ensemble sia in termini di accuratezza che di robustezza. Il modello supporta anche un'implementazione leggera negli ambienti edge e IoT, colmando il divario tra la ricerca ad alte prestazioni e l'applicazione nel mondo reale. Un livello lungimirante, il Temporal Evolution Tracking (TET), prevede le traiettorie avversarie, posizionando la cybersecurity come anticipatrice piuttosto che reattiva.

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