Autonomous Cyber Defense: Building the AI-Driven SOC (Volume-I): Why Human-Led Security Fails and How Intelligent Systems Take Over - Couverture souple

Livre 1 sur 3: Autonomous Cyber Defense

Patel, Sanzaya

 
9798259339866: Autonomous Cyber Defense: Building the AI-Driven SOC (Volume-I): Why Human-Led Security Fails and How Intelligent Systems Take Over
Couverture souple
ISBN 13 : 9798259339866
Editeur : Independently published, 2026

Synopsis

Autonomous Cyber Defense — Volume I
Why Human-Led Security Fails and How Intelligent Systems Take Over

Cybersecurity is no longer a human-speed problem.

Modern attacks execute in milliseconds—moving from initial access to full compromise faster than a human can react. In this environment, traditional Security Operations Centers (SOCs) are not just inefficient—they are mathematically obsolete.

This book introduces a new model of defense.

Instead of dashboards, alerts, and manual triage, security becomes a system governed by:

  • Graph theory and network topology
  • Reinforcement learning and adaptive policies
  • Information theory and entropy reduction
  • Game-theoretic adversarial dynamics

Through a rigorous yet practical lens, this volume reframes cyber defense as a control system operating at machine speed.

Inside, you’ll learn:

  • Why alert-driven SOCs collapse under scale
  • How to model cyber operations as Markov Decision Processes
  • The role of reinforcement learning in autonomous response
  • How multi-agent systems redefine defense strategies
  • The foundations of sim-to-real cyber environments

This is not a guide to improving existing systems.

It is a blueprint for replacing them.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Independently published
Date d'édition
2026
Langue
anglais
ISBN 13 
9798259339866
Reliure
Broché
Nombre de pages
399
Coordonnées du fabricant
Manufactured by Amazon on behalf of the author
https://www.amazon.fr/hz/contact-us

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