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The Internet of Things (IoT) has rapidly expanded across various sectors, with consumer IoT devices - such as smart thermostats and security cameras - experiencing growth. Although these devices improve efficiency and promise additional…

Cryptography and Security · Computer Science 2025-04-11 Pascal Schöttle , Matthias Janetschek , Florian Merkle , Martin Nocker , Christoph Egger

Network forensic techniques help in tracking different types of cyber attack by monitoring and inspecting network traffic. However, with the high speed and large sizes of current networks, and the sophisticated philosophy of attackers, in…

Cryptography and Security · Computer Science 2017-11-09 Nour Moustafa , Jill Slay

In this paper, we present a comprehensive survey of authentication protocols for Internet of Things (IoT). Specifically, we select and in-detail examine more than forty authentication protocols developed for or applied in the context of the…

Cryptography and Security · Computer Science 2016-12-22 Mohamed Amine Ferrag , Leandros A. Maglaras , Helge Janicke , Jianmin Jiang

With the development of AIoT, data-driven attack detection methods for cyber-physical systems (CPSs) have attracted lots of attention. However, existing methods usually adopt tractable distributions to approximate data distributions, which…

Cryptography and Security · Computer Science 2021-12-22 Tijin Yan , Tong Zhou , Yufeng Zhan , Yuanqing Xia

As IoT devices continue to proliferate, their reliability is increasingly constrained by security concerns. In response, researchers have developed diverse malware analysis techniques to detect and classify IoT malware. These techniques…

Cryptography and Security · Computer Science 2025-09-29 Zhuoyun Qian , Hongyi Miao , Cheng Zhang , Qin Hu , Yili Jiang , Jiaqi Huang , Fangtian Zhong

Security operations in smart cities demand detection systems that balance accuracy with response time. While ensemble methods like Random Forest achieve high accuracy, their computational overhead impedes real-time forensic triage. We…

Cryptography and Security · Computer Science 2026-04-14 Asma Al-Dahmani , Abdulla Bin Safwan , Mohammad Obeidat , Belal Alsinglawi

The Industrial Internet of Things (IIoT) offers promising opportunities to transform the operation of industrial systems and becomes a key enabler for future industries. Recently, artificial intelligence (AI) has been widely utilized for…

Machine Learning · Computer Science 2021-06-01 Dinh C. Nguyen , Ming Ding , Pubudu N. Pathirana , Aruna Seneviratne , Jun Li , Dusit Niyato , H. Vincent Poor

Smart homes are increasingly populated with heterogeneous Internet of Things (IoT) devices that interact continuously with users and the environment. This diversity introduces critical challenges in device identification, authentication,…

Cryptography and Security · Computer Science 2025-10-14 Eduardo Baena , Han Yang , Dimitrios Koutsonikolas , Israat Haque

Internet of Things (IoT) has been rapidly growing in the past few years in all life disciplines. IoT provides automation and smart control to its users in different domains such as home automation, healthcare systems, automotive, and many…

Cryptography and Security · Computer Science 2022-03-04 Lobna Abuserrieh , Manar H. Alalfi

Due to their rapid growth and deployment, the Internet of things (IoT) have become a central aspect of our daily lives. Unfortunately, IoT devices tend to have many vulnerabilities which can be exploited by an attacker. Unsupervised…

Cryptography and Security · Computer Science 2020-06-19 Yisroel Mirsky , Tomer Golomb , Yuval Elovici

In the Internet of Things (IoT) environment, continuous interaction among a large number of devices generates complex and dynamic network traffic, which poses significant challenges to rule-based detection approaches. Machine learning…

Cryptography and Security · Computer Science 2025-09-26 Chao Zha , Haolin Pan , Bing Bai , Jiangxing Wu , Ruyun Zhang

Instance detection (InsDet) aims to localize specific object instances within a novel scene imagery based on given visual references. Technically, it requires proposal detection to identify all possible object instances, followed by…

Computer Vision and Pattern Recognition · Computer Science 2025-03-31 Qianqian Shen , Yunhan Zhao , Nahyun Kwon , Jeeeun Kim , Yanan Li , Shu Kong

The Internet of Things (IoT) network integrating billions of smart physical devices embedded with sensors, software, and communication technologies is a critical and rapidly expanding component of our modern world. The IoT ecosystem…

Machine Learning · Computer Science 2024-07-16 Shentong Mo , Russ Salakhutdinov , Louis-Philippe Morency , Paul Pu Liang

The rapid growth of Internet of Medical Things (IoMT) devices has resulted in significant security risks, particularly the risk of malware attacks on resource-constrained devices. Conventional deep learning methods are impractical due to…

Cryptography and Security · Computer Science 2025-11-04 Siva Sai , Manish Prasad , Animesh Bhargava , Vinay Chamola , Rajkumar Buyya

Previous research on behavior-based attack detection for networks of IoT devices has resulted in machine learning models whose ability to adapt to unseen data is limited and often not demonstrated. This paper presents IoTGeM, an approach…

Cryptography and Security · Computer Science 2026-02-24 Kahraman Kostas , Mike Just , Michael A. Lones

The Internet of Things (IoT) is penetrating many facets of our daily life with the proliferation of intelligent services and applications empowered by artificial intelligence (AI). Traditionally, AI techniques require centralized data…

Signal Processing · Electrical Eng. & Systems 2021-04-28 Dinh C. Nguyen , Ming Ding , Pubudu N. Pathirana , Aruna Seneviratne , Jun Li , H. Vincent Poor

This paper presents the detection of DDoS attacks in IoT networks using machine learning models. Their rapid growth has made them highly susceptible to various forms of cyberattacks, many of whose security procedures are implemented in an…

Cryptography and Security · Computer Science 2024-11-12 Sushil Shakya , Robert Abbas

Current research on Internet of Things (IoT) mainly focuses on how to enable general objects to see, hear, and smell the physical world for themselves, and make them connected to share the observations. In this paper, we argue that only…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-11-19 Guoru Ding , Long Wang , Qihui Wu

In the context of the growing proliferation of user devices and the concurrent surge in data volumes, the complexities arising from the substantial increase in data have posed formidable challenges to conventional machine learning model…

Machine Learning · Computer Science 2025-11-24 Eyad Gad , Zubair Md Fadlullah , Mostafa M. Fouda

Intrusion Detection Systems (IDSs) have played a significant role in the detection and prevention of cyber-attacks in traditional computing systems. It is not surprising that this technology is now being applied to secure Internet of Things…

Networking and Internet Architecture · Computer Science 2024-07-23 Mohammed Jouhari , Hafsa Benaddi , Khalil Ibrahimi
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