BOOKS - Applying Artificial Intelligence in Cybersecurity Analytics and Cyber Threat ...
Applying Artificial Intelligence in Cybersecurity Analytics and Cyber Threat Detection - Shilpa Mahajan, Mehak Khurana, Vania Vieira Estrela 2024 EPUB Wiley BOOKS
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Applying Artificial Intelligence in Cybersecurity Analytics and Cyber Threat Detection
Author: Shilpa Mahajan, Mehak Khurana, Vania Vieira Estrela
Year: 2024
Pages: 529
Format: EPUB
File size: 53.0 MB
Language: ENG



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Artificial intelligence (AI) has revolutionized cybersecurity analytics and threat detection by providing new tools and techniques to detect and respond to cyber threats. This book provides an overview of the current state of AI in cybersecurity, exploring its applications, challenges, and future directions. The authors examine how AI can be used to improve threat detection, incident response, and security operations, as well as the potential risks and limitations of AI in cybersecurity. They also discuss the ethical considerations of using AI in cybersecurity and the need for further research in this area. The book begins with an introduction to AI and its applications in cybersecurity, followed by a discussion of the challenges and limitations of AI in cybersecurity. The authors then explore the various types of AI technologies being developed and their potential uses in cybersecurity, including machine learning, deep learning, and natural language processing. They also examine the role of AI in detecting and responding to advanced persistent threats (APTs), insider threats, and other types of cyber attacks. Next, the authors delve into the technical aspects of AI in cybersecurity, discussing topics such as data preprocessing, feature selection, and model evaluation.
Искусственный интеллект (ИИ) произвел революцию в аналитике кибербезопасности и обнаружении угроз, предоставив новые инструменты и методы для обнаружения и реагирования на киберугрозы. В этой книге представлен обзор текущего состояния ИИ в сфере кибербезопасности, изучаются его приложения, проблемы и будущие направления. Авторы изучают, как ИИ можно использовать для улучшения обнаружения угроз, реагирования на инциденты и операций по обеспечению безопасности, а также потенциальные риски и ограничения ИИ в кибербезопасности. Они также обсуждают этические соображения использования ИИ в кибербезопасности и необходимость дальнейших исследований в этой области. Книга начинается с введения в ИИ и его применения в кибербезопасности, за которым следует обсуждение проблем и ограничений ИИ в кибербезопасности. Затем авторы изучают различные типы разрабатываемых технологий ИИ и их потенциальное использование в кибербезопасности, включая машинное обучение, глубокое обучение и обработку естественного языка. Они также изучают роль ИИ в обнаружении и реагировании на сложные постоянные угрозы (APT), внутренние угрозы и другие виды кибератак. Далее авторы углубляются в технические аспекты ИИ в кибербезопасности, обсуждая такие темы, как предварительная обработка данных, выбор функций и оценка модели.
L'intelligence artificielle (IA) a révolutionné l'analyse de la cybersécurité et la détection des menaces en fournissant de nouveaux outils et méthodes pour détecter et réagir aux cybermenaces. Ce livre donne un aperçu de l'état actuel de l'IA dans le domaine de la cybersécurité, étudie ses applications, ses problèmes et ses orientations futures. s auteurs examinent comment l'IA peut être utilisée pour améliorer la détection des menaces, la réponse aux incidents et les opérations de sécurité, ainsi que les risques et les limites potentiels de l'IA en matière de cybersécurité. Ils discutent également des considérations éthiques liées à l'utilisation de l'IA dans le domaine de la cybersécurité et de la nécessité de poursuivre la recherche dans ce domaine. livre commence par une introduction à l'IA et son application à la cybersécurité, suivie d'un débat sur les problèmes et les limites de l'IA à la cybersécurité. s auteurs examinent ensuite les différents types de technologies d'IA en cours de développement et leur utilisation potentielle en cybersécurité, y compris l'apprentissage automatique, l'apprentissage profond et le traitement du langage naturel. Ils examinent également le rôle de l'IA dans la détection et la réponse aux menaces persistantes complexes, aux menaces internes et à d'autres types de cyberattaques. Ensuite, les auteurs examinent les aspects techniques de l'IA dans le domaine de la cybersécurité, en discutant de sujets tels que le prétraitement des données, le choix des fonctions et l'évaluation du modèle.
La inteligencia artificial (IA) ha revolucionado los análisis de ciberseguridad y la detección de amenazas al proporcionar nuevas herramientas y técnicas para detectar y responder a las amenazas cibernéticas. Este libro ofrece una visión general del estado actual de la IA en el campo de la ciberseguridad, explorando sus aplicaciones, desafíos y direcciones futuras. autores estudian cómo se puede utilizar la IA para mejorar la detección de amenazas, la respuesta a incidentes y operaciones de seguridad, así como los posibles riesgos y restricciones de la IA en ciberseguridad. También discuten las consideraciones éticas sobre el uso de la IA en ciberseguridad y la necesidad de más investigación en este campo. libro comienza con una introducción a la IA y su aplicación en ciberseguridad, seguida de un debate sobre los problemas y limitaciones de la IA en ciberseguridad. A continuación, los autores estudian los diferentes tipos de tecnologías de IA que se están desarrollando y su potencial uso en ciberseguridad, incluyendo el aprendizaje automático, el aprendizaje profundo y el procesamiento del lenguaje natural. También estudian el papel de la IA en la detección y respuesta a amenazas persistentes complejas (APT), amenazas internas y otros tipos de ciberataques. A continuación, los autores profundizan en los aspectos técnicos de la IA en ciberseguridad, discutiendo temas como el tratamiento previo de datos, la selección de funciones y la evaluación del modelo.
Intelligenza Artificiale (Intelligenza Artificiale) ha rivoluzionato l'analisi della sicurezza informatica e la rilevazione delle minacce, fornendo nuovi strumenti e metodi per individuare e rispondere alle attività informatiche. Questo libro fornisce una panoramica dello stato attuale dell'IA nel settore della sicurezza informatica, le sue applicazioni, i suoi problemi e le sue prospettive future. Gli autori studiano come utilizzare l'IA per migliorare la rilevazione delle minacce, la risposta agli incidenti e le operazioni di sicurezza, nonché i potenziali rischi e le limitazioni dell'IA nella sicurezza informatica. Discutono anche delle considerazioni etiche sull'uso dell'IA nella sicurezza informatica e sulla necessità di ulteriori ricerche in questo campo. Il libro inizia con l'introduzione nell'intelligenza artificiale e la sua applicazione nella sicurezza informatica, seguita da un dibattito sui problemi e i vincoli dell'IA nella sicurezza informatica. Gli autori studiano poi diversi tipi di tecnologie di IA in fase di sviluppo e il loro potenziale utilizzo nella cybersecurity, tra cui l'apprendimento automatico, l'apprendimento approfondito e l'elaborazione del linguaggio naturale. Stanno inoltre studiando il ruolo dell'IA nel rilevare e rispondere a minacce complesse e continue (APT), minacce interne e altri tipi di attacchi informatici. In seguito, gli autori approfondiscono gli aspetti tecnici dell'IA nella sicurezza informatica, affrontando argomenti quali la pre-elaborazione dei dati, la scelta delle funzioni e la valutazione del modello.
Künstliche Intelligenz (KI) hat die Cybersicherheitsanalyse und Bedrohungserkennung revolutioniert, indem sie neue Werkzeuge und Methoden zur Erkennung und Reaktion auf Cyberbedrohungen bereitstellt. Dieses Buch gibt einen Überblick über den aktuellen Stand der KI im Bereich der Cybersicherheit und untersucht ihre Anwendungen, Herausforderungen und zukünftigen Richtungen. Die Autoren untersuchen, wie KI zur Verbesserung der Bedrohungserkennung, der Reaktion auf Vorfälle und cherheitsoperationen sowie der potenziellen Risiken und Einschränkungen von KI in der Cybersicherheit eingesetzt werden kann. e diskutieren auch ethische Überlegungen zum Einsatz von KI in der Cybersicherheit und die Notwendigkeit weiterer Forschung in diesem Bereich. Das Buch beginnt mit einer Einführung in die KI und ihre Anwendung in der Cybersicherheit, gefolgt von einer Diskussion über die Herausforderungen und Grenzen der KI in der Cybersicherheit. Die Autoren untersuchen dann die verschiedenen Arten von KI-Technologien, die entwickelt werden, und ihre potenziellen Anwendungen in der Cybersicherheit, einschließlich maschinellem rnen, Deep arning und natürlicher Sprachverarbeitung. e untersuchen auch die Rolle der KI bei der Erkennung und Reaktion auf komplexe persistente Bedrohungen (APTs), interne Bedrohungen und andere Arten von Cyberangriffen. Als nächstes gehen die Autoren auf die technischen Aspekte von KI in der Cybersicherheit ein und diskutieren Themen wie Datenvorverarbeitung, Funktionsauswahl und Modellbewertung.
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Yapay Zeka (AI), siber tehditleri tespit etmek ve bunlara yanıt vermek için yeni araçlar ve teknikler sağlayarak siber güvenlik analitiği ve tehdit tespitinde devrim yarattı. Bu kitap, siber güvenlik alanındaki mevcut AI durumuna genel bir bakış sunar, uygulamalarını, sorunlarını ve gelecekteki yönlerini inceler. Yazarlar, AI'nın tehdit tespitini, olay müdahalesini ve güvenlik operasyonlarını iyileştirmek için nasıl kullanılabileceğini ve AI'nın siber güvenlikteki potansiyel risklerini ve sınırlamalarını araştırıyor. Ayrıca, siber güvenlikte AI kullanımı için etik hususları ve bu alanda daha fazla araştırmaya duyulan ihtiyacı tartışıyorlar. Kitap, AI'ya ve siber güvenliğe uygulanmasına bir giriş ile başlıyor, ardından AI'nın siber güvenlikteki zorlukları ve sınırlamaları tartışılıyor. Yazarlar daha sonra geliştirilmekte olan farklı AI teknolojilerini ve makine öğrenimi, derin öğrenme ve doğal dil işleme dahil olmak üzere siber güvenlikteki potansiyel kullanımlarını araştırıyorlar. Ayrıca, karmaşık kalıcı tehditleri (APT'ler), iç tehditleri ve diğer siber saldırı türlerini tespit etmede ve bunlara yanıt vermede AI'nın rolünü araştırıyorlar. Daha sonra, yazarlar yapay zekanın siber güvenlikteki teknik yönlerini, veri ön işleme, özellik seçimi ve model değerlendirmesi gibi konuları tartışıyorlar.
人工智能(AI)通過提供檢測和應對網絡威脅的新工具和技術,徹底改變了網絡安全分析和威脅檢測。本書概述了AI在網絡安全領域的當前狀況,並研究了其應用,問題和未來方向。作者研究了如何使用AI來改善威脅檢測,事件響應和安全操作以及網絡安全中AI的潛在風險和局限性。他們還討論了網絡安全中使用AI的倫理考慮以及在該領域進行進一步研究的必要性。該書首先介紹了AI及其在網絡安全中的應用,然後討論了AI在網絡安全中的問題和局限性。然後,作者研究了正在開發的各種類型的AI技術及其在網絡安全中的潛在用途,包括機器學習,深度學習和自然語言處理。他們還研究了AI在檢測和應對復雜持續威脅(APT),內部威脅和其他類型的網絡攻擊中的作用。作者進一步深入研究了AI在網絡安全中的技術方面,討論了諸如數據預處理,功能選擇和模型評估等主題。

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