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Federate learning can conduct machine learning as well as protect the privacy of self-owned training data on corresponding ends, instead of having to upload to a central trusted data aggregation server. In mobile scenarios, a centralized…

密码学与安全 · 计算机科学 2020-09-25 Xiaohan Hao , Wei Ren , Ruoting Xiong , Xianghan Zheng , Tianqing Zhu , Neal N. Xiong

In the context of the emerging Internet of Things (IoT), a proliferation of wireless connectivity can be expected. That ubiquitous wireless communication will be hard to centrally manage and control, and can be expected to be opaque to end…

密码学与安全 · 计算机科学 2017-01-19 Sandra Siby , Rajib Ranjan Maiti , Nils Tippenhauer

Ongoing research on anomaly detection for the Internet of Things (IoT) is a rapidly expanding field. This growth necessitates an examination of application trends and current gaps. The vast majority of those publications are in areas such…

软件工程 · 计算机科学 2022-07-20 Ayan Chatterjee , Bestoun S. Ahmed

Federated learning can be a promising solution for enabling IoT cybersecurity (i.e., anomaly detection in the IoT environment) while preserving data privacy and mitigating the high communication/storage overhead (e.g., high-frequency data…

机器学习 · 计算机科学 2022-03-04 Tuo Zhang , Chaoyang He , Tianhao Ma , Lei Gao , Mark Ma , Salman Avestimehr

The importance of information security dramatically increased and will further grow due to the shape and nature of the modern computing industry. Software is published at a continuously increasing pace. The Internet of Things and security…

密码学与安全 · 计算机科学 2022-05-10 Mattia Paccamiccio , Leonardo Mostarda

The massive growth of the Internet of Things (IoT) as a network of interconnected entities [18], brings up new challenges in terms of privacy and security requirements to the traditional software engineering domain [4]. To protect the…

密码学与安全 · 计算机科学 2019-10-10 Parvaneh Shayegh , Vijayanta Jain , Amin Rabinia , Sepideh Ghanavati

Information-Centric Networking (ICN) is being realized as a promising approach to accomplish the shortcomings of current IP-address based networking. ICN models are based on naming the content to get rid of address-space scarcity, accessing…

网络与互联网体系结构 · 计算机科学 2018-10-15 Sobia Arshad , Muhammad Awais Azam , Mubashir Husain Rehmani , Jonathan Loo

The rapid growth of the Internet of Things (IoT) has expanded opportunities for innovation but also increased exposure to botnet-driven cyberattacks. Conventional detection methods often struggle with scalability, privacy, and adaptability…

机器学习 · 计算机科学 2025-10-07 Taha M. Mahmoud , Naima Kaabouch

Internet of Things (IoT) systems are bundles of networked sensors and actuators that are deployed in an environment and act upon the sensory data that they receive. These systems, especially consumer electronics, have two main cooperating…

人机交互 · 计算机科学 2019-04-02 Andrew Truelove , Farah Naz Chowdhury , Omprakash Gnawali , Mohammad Amin Alipour

The rapid progress in technology innovation usage and distribution has increased in the last decade. The rapid growth of the Internet of Things (IoT) systems worldwide has increased network security challenges created by malicious third…

密码学与安全 · 计算机科学 2023-05-30 Nelly Elsayed , Zag ElSayed , Magdy Bayoumi

We propose a Quantum Federated Autoencoder for Anomaly Detection, a framework that leverages quantum federated learning for efficient, secure, and distributed processing in IoT networks. By harnessing quantum autoencoders for…

量子物理 · 物理学 2026-05-01 Devashish Chaudhary , Sutharshan Rajasegarar , Shiva Raj Pokhrel

We describe a framework and tool specification that represents a step towards cybersecurity testing and monitoring of IoT ecosystems. We begin with challenges from a previous paper and discuss an integrated approach and tools to enable…

Given the increased growing of Internet of Things networks and their presence in critical aspects of human activities, the security of devices connected to these networks becomes critical. Machine Learning approaches are becoming prominent…

密码学与安全 · 计算机科学 2022-03-02 Jhon Alexánder Parra , Sergio Armando Gutiérrez , John Willian Branch

The popularity of IoT smart things is rising, due to the automation they provide and its effects on productivity. However, it has been proven that IoT devices are vulnerable to both well established and new IoT-specific attack vectors. In…

密码学与安全 · 计算机科学 2020-05-05 Nickolaos Koroniotis , Nour Moustafa

The increasing deployment of Internet-of-Things (IoT) devices has accelerated the use of distributed learning frameworks, where data remains local while model updates are shared across decentralized systems. Although this reduces…

密码学与安全 · 计算机科学 2026-05-12 John Cartmell , Alexander Williams

The rapid proliferation of the Internet of Things (IoT) has brought remarkable advancements to industries by enabling interconnected systems and intelligent automation. However, this exponential growth has also introduced significant…

网络与互联网体系结构 · 计算机科学 2026-02-16 Saadat Izadi , Mahmood Ahmadi

Internet of Things (IoT) systems continuously collect a large amount of data from heterogeneous "smart objects" through standardised service interfaces. A key challenge is how to use these data and relevant event logs to construct…

软件工程 · 计算机科学 2018-12-17 Ahmed Abdullah , Heinz W. Schmidt , Maria Spichkova , Huai Liu

IoT device identification plays an important role in monitoring and improving the performance and security of IoT devices. Compared to traditional non-IoT devices, IoT devices provide us with both unique challenges and opportunities in…

网络与互联网体系结构 · 计算机科学 2023-01-16 Md Mainuddin , Zhenhai Duan , Yingfei Dong , Shaeke Salman , Tania Taami

Internet of Things (IoT) and cloud computing together give us the ability to sense, collect, process, and analyse data so we can use them to better understand behaviours, habits, preferences and life patterns of users and lead them to…

计算机与社会 · 计算机科学 2016-06-29 Charith Perera , Chang Liu , Rajiv Ranjan , Lizhe Wang , Albert Y. Zomaya

The rapid evolutions in micro-computing, mini-hardware manufacturing, and machine to machine (M2M) communications have enabled novel Internet of Things (IoT) solutions to reshape many networking applications. Healthcare systems are among…

密码学与安全 · 计算机科学 2023-02-10 Ali Ghubaish , Tara Salman , Maede Zolanvari , Devrim Unal , Abdulla Al-Ali , Raj Jain