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In recent years, machine learning-based anomaly detection (AD) has become an important measure against security threats from Internet of Things (IoT) networks. Machine learning (ML) models for network traffic AD require datasets to be…

Cryptography and Security · Computer Science 2024-08-29 Manuel Poisson , Rodrigo Carnier , Kensuke Fukuda

The growing popularity of Internet-of-Things (IoT) has created the need for network-based traffic anomaly detection systems that could identify misbehaving devices. In this work, we propose a lightweight technique, IoT-guard, for…

Cryptography and Security · Computer Science 2018-10-17 Ibbad Hafeez , Aaron Yi Ding , Markku Antikainen , Sasu Tarkoma

The Internet of Things (IoT) is the science of connecting multiple devices that coordinate to provide the service in question. IoT environments are complex, dynamic, rapidly changing and resource constrained. Therefore, proactively adapting…

Software Engineering · Computer Science 2017-09-26 Asmaa Achtaich , Nissrine Souissi , Raul Mazo , Camille Salinesi , Ounsa Roudies

The rapid expansion of Internet of Things (IoT) devices, particularly in smart home environments, has introduced considerable security and privacy concerns due to their persistent connectivity and interaction with cloud services. Despite…

Cryptography and Security · Computer Science 2025-04-29 Fabio Palmese , Anna Maria Mandalari , Hamed Haddadi , Alessandro Enrico Cesare Redondi

The number and variety of Internet-connected devices have grown enormously in the past few years, presenting new challenges to security and privacy. Research has shown that network adversaries can use traffic rate metadata from consumer IoT…

Cryptography and Security · Computer Science 2018-08-23 Trisha Datta , Noah Apthorpe , Nick Feamster

With the rapid increase in smart objects forming IoT fabric, it is inevitable to see billions of devices connected together, forming large-scale IoT networks. This expeditious increase in IoT devices is giving rise to increased user…

Networking and Internet Architecture · Computer Science 2019-10-21 Shahzad , Eun-Sung Jung

As the smart home IoT ecosystem flourishes, it is imperative to gain a better understanding of the unique challenges it poses in terms of management, security, and privacy. Prior studies are limited because they examine smart home IoT…

Networking and Internet Architecture · Computer Science 2020-04-01 M. Hammad Mazhar , Zubair Shafiq

The IoT is described as a smart interactive environment where devices communicate together ubiquitously sometimes in the background, performing functions on behalf of the users and offering many advanced services to them. Examples range…

Cryptography and Security · Computer Science 2019-07-18 Mahmoud Elkhodr , Zuhaib Bari Mufti

Most IoT systems involve IoT devices, communication protocols, remote cloud, IoT applications, mobile apps, and the physical environment. However, existing IoT security analyses only focus on a subset of all the essential components, such…

Cryptography and Security · Computer Science 2022-02-08 Zheng Fang , Hao Fu , Tianbo Gu , Pengfei Hu , Jinyue Song , Trent Jaeger , Prasant Mohapatra

IoT devices are increasingly utilized in critical infrastructure, enterprises, and households. There are several sophisticated cyber-attacks that have been reported and many networks have proven vulnerable to both active and passive attacks…

Cryptography and Security · Computer Science 2020-08-24 Ayyoob Hamza , Hassan Habibi Gharakheili , Vijay Sivaraman

The machine learning approach is vital in Internet of Things (IoT) malware traffic detection due to its ability to keep pace with the ever-evolving nature of malware. Machine learning algorithms can quickly and accurately analyze the vast…

Cryptography and Security · Computer Science 2023-04-04 Ethan Weitkamp , Yusuke Satani , Adam Omundsen , Jingwen Wang , Peilong Li

In various scenarios, achieving security between IoT devices is challenging since the devices may have different dedicated communication standards, resource constraints as well as various applications. In this article, we first provide…

Cryptography and Security · Computer Science 2017-09-20 Ruei-Hau Hsu , Jemin Lee , Tony Q. S. Quek , Jyh-Cheng Chen

Nowadays, all sectors utilize devices that are part of the Internet of Things (IoT) for the purpose of connecting and exchanging information with other devices and systems over the Internet. This increases the diversity of devices and their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-28 Fatma Hmissi , Sofiane Ouni

The rapid expansion of the Internet of Things (IoT) ecosystem has transformed various sectors but has also introduced significant cybersecurity challenges. Traditional centralized security methods often struggle to balance privacy…

Cryptography and Security · Computer Science 2025-02-18 Milad Rahmati

The rapid expansion of Internet of Things (IoT) ecosystems has introduced growing complexities in device management and network security. To address these challenges, we present a unified framework that combines context-driven large…

Networking and Internet Architecture · Computer Science 2024-12-31 Daniel Adu Worae , Athar Sheikh , Spyridon Mastorakis

Technology advancements on sensing, communications, and computing directly accelerate the recent development of Internet of Things (IoT), leading to rich and diverse applications in industry and business processes. For enabling IoT…

Networking and Internet Architecture · Computer Science 2019-10-01 Shuran Sheng , Ruitao Chen , Peng Chen , Xianbin Wang , Lenan Wu

The Internet of Things describes a network of physical devices interacting and producing vast streams of sensor data. At present there are a number of general challenges which exist while developing solutions for use cases involving the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-25 Morgan K. Geldenhuys , Jonathan Will , Benjamin J. J. Pfister , Martin Haug , Alexander Scharmann , Lauritz Thamsen

Major benefits of wireless sensor nodes of IoT like low cost and easy deployment are advocating their usage in variety of applications. Some of them are health monitoring, agriculture, environmental and habitant monitoring, and water…

Networking and Internet Architecture · Computer Science 2019-10-21 Mahwish Amjad , Faisal Iradat

Internet of Things (IoT) is the interconnection of heterogeneous smart devices through the Internet with diverse application areas. The huge number of smart devices and the complexity of networks has made it impossible to secure the data…

Cryptography and Security · Computer Science 2021-08-23 Aliya Tabassum , Wadha Lebda

The Internet traffic data produced by the Internet of Things (IoT) devices are collected by Internet Service Providers (ISPs) and device manufacturers, and often shared with their third parties to maintain and enhance user services.…

Cryptography and Security · Computer Science 2024-06-18 Su Wang , Keyang Yu , Qi Li , Dong Chen