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The current amount of IoT devices and their limitations has come to serve as a motivation for malicious entities to take advantage of such devices and use them for their own gain. To protect against cyberattacks in IoT devices, Machine…

分布式、并行与集群计算 · 计算机科学 2023-07-03 Vitalina Holubenko , Paulo Silva , Carlos Bento

A botnet is an army of zombified computers infected with malware and controlled by malicious actors to carry out tasks such as Distributed Denial of Service (DDoS) attacks. Billions of Internet of Things (IoT) devices are primarily targeted…

网络与互联网体系结构 · 计算机科学 2023-11-16 Angela Grace Famera , Raj Mani Shukla , Suman Bhunia

In this paper, we propose to design an automated service discovery process to allow mobile crowdsourcing task requesters select a small set of devices out of a large-scale Internet-of-things (IoT) network to execute their tasks. To this…

社会与信息网络 · 计算机科学 2020-03-26 Abdullah Khanfor , Hakim Ghazzai , Ye Yang , Mohammad Rafiqul Haider , Yehia Massoud

The Internet of Things (IoT) faces tremendous security challenges. Machine learning models can be used to tackle the growing number of cyber-attack variations targeting IoT systems, but the increasing threat posed by adversarial attacks…

密码学与安全 · 计算机科学 2023-03-06 João Vitorino , Isabel Praça , Eva Maia

Artificial intelligence (AI) technologies, and particularly deep learning systems, are traditionally the domain of large-scale cloud servers, which have access to high computational and energy resources. Nonetheless, in Internet-of-Things…

信号处理 · 电气工程与系统科学 2022-07-26 Nir Shlezinger , Ivan V. Bajic

In the wake of disruptive IoT technologies generating massive amounts of diverse data, Machine Learning (ML) will play a crucial role in bringing intelligence to Internet of Things (IoT) networks. This paper provides a comprehensive…

网络与互联网体系结构 · 计算机科学 2024-12-30 Zhengdong Li

Consumer product reviews are an invaluable source of data because they contain a wide range of information that could help requirement engineers to meet user needs. Recent studies have shown that tweets about software applications and…

软件工程 · 计算机科学 2019-01-29 Kamonphop Srisopha , Pooyan Behnamghader , Barry Boehm

We present a comprehensive study on applying machine learning to detect distributed Denial of service (DDoS) attacks using large-scale Internet of Things (IoT) systems. While prior works and existing DDoS attacks have largely focused on…

密码学与安全 · 计算机科学 2023-02-17 Arvin Hekmati , Nishant Jethwa , Eugenio Grippo , Bhaskar Krishnamachari

Foundation models have gained growing interest in the IoT domain due to their reduced reliance on labeled data and strong generalizability across tasks, which address key limitations of traditional machine learning approaches. However, most…

机器学习 · 计算机科学 2025-10-10 Hui Wei , Dong Yoon Lee , Shubham Rohal , Zhizhang Hu , Ryan Rossi , Shiwei Fang , Shijia Pan

Internet-of-Things (IoT) ecosystems tend to grow both in scale and complexity as they consist of a variety of heterogeneous devices, which span over multiple architectural IoT layers (e.g., cloud, edge, sensors). Further, IoT systems…

分布式、并行与集群计算 · 计算机科学 2021-09-07 Christian Berger , Philipp Eichhammer , Hans P. Reiser , Jörg Domaschka , Franz J. Hauck , Gerhard Habiger

Automated service classification plays a crucial role in service discovery, selection, and composition. Machine learning has been widely used for service classification in recent years. However, the performance of conventional machine…

机器学习 · 计算机科学 2020-12-25 Yilong Yang , Nafees Qamar , Peng Liu , Katarina Grolinger , Weiru Wang , Zhi Li , Zhifang Liao

The internet has caused tremendous changes since its appearance in the 1980s, and now, the Internet of Things (IoT) seems to be doing the same. The potential of IoT has made it the center of attention for many people, but, where some see an…

密码学与安全 · 计算机科学 2022-03-10 Mohamed Abushwereb , Mouhammd Alkasassbeh , Mohammad Almseidin , Muhannad Mustafa

The Internet of things (IoT) is still in its infancy and has attracted much interest in many industrial sectors including medical fields, logistics tracking, smart cities and automobiles. However as a paradigm, it is susceptible to a range…

The network attacks are increasing both in frequency and intensity with the rapid growth of internet of things (IoT) devices. Recently, denial of service (DoS) and distributed denial of service (DDoS) attacks are reported as the most…

密码学与安全 · 计算机科学 2020-12-04 Faisal Hussain , Syed Ghazanfar Abbas , Muhammad Husnain , Ubaid Ullah Fayyaz , Farrukh Shahzad , Ghalib A. Shah

The generalization of deep learning has helped us, in the past, address challenges such as malware identification and anomaly detection in the network security domain. However, as effective as it is, scarcity of memory and processing power…

密码学与安全 · 计算机科学 2021-09-10 Arshiya Khan , Chase Cotton

Internet of Things (IoT) is one of the technological advancements of the twenty-first century which can improve living standards. However, it also imposes new types of security challenges, including device authentication, traffic types…

网络与互联网体系结构 · 计算机科学 2024-02-27 Rajarshi Roy Chowdhury , Debashish Roy , Pg Emeroylariffion Abas

Deep learning and other machine learning approaches are deployed to many systems related to Internet of Things or IoT. However, it faces challenges that adversaries can take loopholes to hack these systems through tampering history data.…

机器学习 · 计算机科学 2021-04-13 Tao Lin

The future Internet of Things (IoT) will have a deep economical, commercial and social impact on our lives. The participating nodes in IoT networks are usually resource-constrained, which makes them luring targets for cyber attacks. In this…

密码学与安全 · 计算机科学 2019-04-12 Fatima Hussain , Rasheed Hussain , Syed Ali Hassan , Ekram Hossain

Internet of Things (IoT) has become a popular paradigm to fulfil needs of the industry such as asset tracking, resource monitoring and automation. As security mechanisms are often neglected during the deployment of IoT devices, they are…

密码学与安全 · 计算机科学 2022-11-21 Martin Kodys , Zhi Lu , Kar Wai Fok , Vrizlynn L. L. Thing

The development and implementation of Internet of Things (IoT) devices have been accelerated dramatically in recent years. As a result, a super-network is required to handle the massive volumes of data collected and transmitted to these…

密码学与安全 · 计算机科学 2023-11-14 Reem M. Alzhrani , Mohammed A. Alliheedi