Artificial Intelligence for Security: Enhancing Protection in a Changing World
Sipola, Tuomo, Alatalo, Janne, Wolfmayr, Monika
相關主題
商品描述
As new threats emerge, the use of AI technologies to protect the world we live in is topical. This book is divided into three parts: methodological fundamentals of AI, use of AI for critical infrastructure protection, and anomaly detection. The first part describes the latest knowledge about creating safe AIs and using them to enhance protection. The following parts present various domains and examples of AI-driven security.
The chapters describe potential methods, demonstrate use cases and discuss the challenges of the evolving field. This includes topics such as defensive use of AI to detect threats, discussion about the offensive use of AI to better understand the future threat landscape, the use of AI for automation in critical infrastructure and overall challenges of AI usage for critical tasks. The chapters cover domains such as small enterprises, logistics, smart grid, software security and mobile networks.
Understanding latest advancements in this field should be useful to those who want to comprehend modern cybersecurity in detail, and especially to experts in the field, who want to follow research and latest trends. To this effect, this book brings together a group of international researchers and professionals who present their views on how to create security through AI.
商品描述(中文翻譯)
隨著新威脅的出現，利用人工智慧技術來保護我們所生活的世界已成為當前的熱門話題。本書分為三個部分：人工智慧的方法論基礎、人工智慧在關鍵基礎設施保護中的應用，以及異常檢測。第一部分描述了有關創建安全人工智慧的最新知識，以及如何利用這些技術增強保護。接下來的部分則展示了各種領域和人工智慧驅動的安全範例。
各章節描述了潛在的方法，展示了使用案例，並討論了這一不斷發展領域的挑戰。這包括防禦性使用人工智慧來檢測威脅的主題，討論攻擊性使用人工智慧以更好地理解未來的威脅格局，利用人工智慧在關鍵基礎設施中的自動化，以及人工智慧在關鍵任務中使用的整體挑戰。各章節涵蓋了小型企業、物流、智慧電網、軟體安全和行動網路等領域。
了解這一領域的最新進展對於那些希望詳細理解現代網路安全的人來說應該是有幫助的，特別是對於希望跟進研究和最新趨勢的專家們。為此，本書匯集了一群國際研究者和專業人士，他們分享了如何通過人工智慧創造安全的觀點。
作者簡介
Tuomo Sipola works as a senior researcher at the Institute of Information Technology at Jamk University of Applied Sciences, Jyväskylä, Finland. His research interests include machine learning and data analytics, and he has worked in both research and commercial projects in many application areas, including predictive maintenance, network security and medical imaging. This earlier work experience includes research positions at the University of Jyväskylä and CEO duties in his startup company, CAP Data Technologies. He received the Ph.D. degree in mathematical information technology from University of Jyväskylä, Finland, in 2013, the M.Sc. degree in information technology from the same university in 2009, and, recently, the M.A. degree in Latin from the same university in 2020.
Janne Alatalo received the Master of Engineering degree in information technology from Jamk University of Applied Sciences in 2023, and the Bachelor of Engineering degree in the same field in 2014 from the same school. Janne Alatalo is working as a Specialist at Jamk University of Applied Sciences. His research topics include applied Artificial Intelligence and Cybersecurity. The working background includes multiple R&D projects at Jamk University of Applied Sciences where he has applied his software engineering, data-analytics, and artificial intelligence skills to many real-world problems. His current research interests include artificial intelligence, data-analytics, and cybersecurity.
Monika Wolfmayr is a senior researcher in applied mathematics. After finishing her Ph.D. in Engineering Sciences at the Johannes Kepler University Linz, Austria, two years of postdoctoral research at the Johann Radon Institute in Linz, and five years as postdoctoral researcher at the University of Jyväskylä, Finland, she has worked since April 2022 as senior researcher at the Jamk University of Applied Sciences in Jyväskylä. Her research focus are efficient computational methods, optimization, reliable error estimation, and noise reduction methods in hyperspectral image processing. She has studied various applications including heat transfer, electromagnetics, waves equation, and recently hyperspectral asteroid imaging as member of the image processing research team of ESA's (European Space Agency) Hera mission and NASA's DART research investigation team member.
Tero Kokkonen works as the director of Institute of Information Technology at Jamk University of Applied Sciences. He is also the director of the cyber security focused research, development, and training center JYVSECTEC (Jyväskylä Security Technology). Tero is the Adjunct Professor in the Faculty of Information Technology at the University of Jyväskylä. He has significantly conducted research and development activities in the domain of cyber security and artificial intelligence including several international scientific publications. He has been member of programme committee and member of technical committee in the several scientific conferences (IEEE, Springer, and ACM) as well as peer-reviewer of several scientific journals. Before his academic career, he has served as a program manager and technical specialist with C4ISR Systems in the Finnish Air Force and also worked in the software industry. He is a graduate of University of Jyväskylä (Ph.D. Mathematical Information Technology, Cyber Security).
作者簡介(中文翻譯)
Tuomo Sipola 擔任芬蘭於於耶維斯基拉的 Jamk 應用科技大學資訊技術研究所的高級研究員。他的研究興趣包括機器學習和數據分析，並且在多個應用領域的研究和商業項目中工作過，包括預測性維護、網絡安全和醫學影像。他的早期工作經驗包括在耶維斯基拉大學的研究職位以及在他的創業公司 CAP Data Technologies 擔任執行長。他於 2013 年在耶維斯基拉大學獲得數學資訊技術的博士學位，2009 年獲得同一所大學的資訊技術碩士學位，並於 2020 年獲得同一所大學的拉丁文碩士學位。
Janne Alatalo 於 2023 年在 Jamk 應用科技大學獲得資訊技術的工程碩士學位，並於 2014 年在同一所學校獲得該領域的工程學士學位。Janne Alatalo 現在在 Jamk 應用科技大學擔任專家。他的研究主題包括應用人工智慧和網絡安全。他的工作背景包括在 Jamk 應用科技大學的多個研發項目中，應用他的軟體工程、數據分析和人工智慧技能解決許多現實世界的問題。他目前的研究興趣包括人工智慧、數據分析和網絡安全。
Monika Wolfmayr 是一位應用數學的高級研究員。在奧地利約翰·開普勒大學完成工程科學博士學位後，她在林茲的約翰·拉登研究所進行了兩年的博士後研究，並在芬蘭耶維斯基拉大學擔任了五年的博士後研究員。自 2022 年 4 月以來，她在耶維斯基拉的 Jamk 應用科技大學擔任高級研究員。她的研究重點是高效的計算方法、優化、可靠的誤差估計和高光譜影像處理中的噪聲減少方法。她研究了多種應用，包括熱傳導、電磁學、波方程，最近作為歐洲太空總署 (ESA) 赫拉任務影像處理研究團隊的成員和美國國家航空暨太空總署 (NASA) DART 研究調查團隊的成員，研究高光譜小行星影像。
Tero Kokkonen 擔任 Jamk 應用科技大學資訊技術研究所的所長。他也是專注於網絡安全的研究、開發和培訓中心 JYVSECTEC（耶維斯基拉安全技術）的所長。Tero 是耶維斯基拉大學資訊技術學院的兼任教授。他在網絡安全和人工智慧領域進行了大量的研究和開發活動，包括多篇國際科學出版物。他曾擔任多個科學會議（IEEE、Springer 和 ACM）的程序委員會成員和技術委員會成員，以及多本科學期刊的同行評審。在學術生涯之前，他曾在芬蘭空軍的 C4ISR 系統擔任計畫經理和技術專家，並在軟體產業工作過。他是耶維斯基拉大學的畢業生（博士學位，數學資訊技術，網絡安全）。
