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The rapid proliferation of the Internet of Things has intensified demand for robust privacy-preserving machine learning mechanisms to safeguard sensitive data generated by large-scale, heterogeneous, and resource-constrained devices. Unlike…

机器学习 · 计算机科学 2026-04-01 Zakia Zaman , Praveen Gauravaram , Mahbub Hassan , Sanjay Jha , Wen Hu

The Internet of Things (IoT) is considered as the key enabling technology for smart services. Security and privacy are particularly open challenges for IoT applications due to the widespread use of commodity devices. This work introduces…

密码学与安全 · 计算机科学 2018-08-28 Ihtesham Haider , Bernhard Rinner

With the advent of the Internet-of-Things (IoT), handling large volumes of time-series data has become a growing concern. Data, generated from millions of Internet-connected sensors, will drive new IoT applications and services. A key…

数据库 · 计算机科学 2016-05-10 Daniel G. Waddington , Changhui Lin

IoT devices particularly microcontrollers are challenged by their inherent limitations in processing capabilities, memory capacity, and energy conservation. Securing communication within IoT networks is further complicated by the…

密码学与安全 · 计算机科学 2026-05-14 Vasilis Ieropoulos , Eirini Anthi , Theodoros Spyridopoulos , Pete Burnap , Aftab Khan , Pietro Carnelli

Internet of Things (IoT) has emerged as one of the key features of the next generation wireless networks, where timely delivery of status update packets is essential for many real-time IoT applications. To provide users with context-aware…

信息论 · 计算机科学 2019-10-15 Chao Xu , Howard H. Yang , Xijun Wang , Tony Q. S. Quek

The IoT (Internet of Things) technology has been widely adopted in recent years and has profoundly changed the people's daily lives. However, in the meantime, such a fast-growing technology has also introduced new privacy issues, which need…

密码学与安全 · 计算机科学 2019-09-04 Shuaike Dong , Zhou Li , Di Tang , Jiongyi Chen , Menghan Sun , Kehuan Zhang

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 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

The Internet of Things (IoT) has become increasingly popular in people's daily lives. The pervasive IoT devices are encouraged to share data with each other in order to better serve the users. However, users are reluctant to share sensitive…

密码学与安全 · 计算机科学 2018-07-03 Longfei Wu , Xiaojiang Du , Jie Wu , Jingwei Liu , Eduard C. Dragut

With the recent advances in radio-frequency identification (RFID), low-cost wireless sensor devices, and Web technologies, the Internet of Things (IoT) approach has gained momentum in connecting everyday objects to the Internet and…

There is a known tension between the need to analyze personal data to drive business and privacy concerns. Many data protection regulations, including the EU General Data Protection Regulation (GDPR) and the California Consumer Protection…

密码学与安全 · 计算机科学 2022-02-02 Abigail Goldsteen , Gilad Ezov , Ron Shmelkin , Micha Moffie , Ariel Farkash

While IoT sensors in physical spaces have provided utility and comfort in our lives, their instrumentation in private and personal spaces has led to growing concerns regarding privacy. The existing notion behind IoT privacy is that the…

人机交互 · 计算机科学 2024-03-05 Akash Deep Singh , Brian Wang , Luis Garcia , Xiang Chen , Mani Srivastava

The rapid deployment of large language models (LLMs) in consumer applications has led to frequent exchanges of personal information. To obtain useful responses, users often share more than necessary, increasing privacy risks via…

机器学习 · 计算机科学 2025-10-07 Jijie Zhou , Niloofar Mireshghallah , Tianshi Li

As Internet of Things (IoT) has emerged as the next logical stage of the Internet, it has become imperative to understand the vulnerabilities of the IoT systems when supporting diverse applications. Because machine learning has been applied…

信号处理 · 电气工程与系统科学 2020-07-13 Zhengping Luo , Shangqing Zhao , Zhuo Lu , Yalin E. Sagduyu , Jie Xu

The Medical Internet of Things, a recent technological advancement in medicine, is incredibly helpful in providing real-time monitoring of health metrics. This paper presents a non-invasive IoT system that tracks patients' emotions,…

机器学习 · 计算机科学 2022-09-15 Fiona Victoria Stanley Jothiraj , Afra Mashhadi

Billions of devices in the Internet of Things (IoT) collect sensitive data about people, creating data privacy risks and breach vulnerabilities. Accordingly, data privacy preservation is vital for sustaining the proliferation of IoT…

密码学与安全 · 计算机科学 2023-01-04 Mohammad Abu Alsheikh

Towards realizing an intelligent networked society, enabling low-cost low-energy connectivity for things, also known as Internet of Things (IoT), is of crucial importance. While the existing wireless access networks require centralized…

信号处理 · 电气工程与系统科学 2020-08-05 Amin Azari , Mahmoud Abbasi

Various approaches based on supervised or unsupervised machine learning (ML) have been proposed for evaluating IoT data trust. However, assessing their real-world efficacy is hard mainly due to the lack of related publicly-available…

信号处理 · 电气工程与系统科学 2023-08-24 Timothy Tadj , Reza Arablouei , Volkan Dedeoglu

The rise of the Internet has brought about significant changes in our lives, and the rapid expansion of the Internet of Things (IoT) is poised to have an even more substantial impact by connecting a wide range of devices across various…

软件工程 · 计算机科学 2023-11-20 Ana-Maria Comeagă , Iuliana Marin

IoT applications usually rely on cloud computing services to perform data analysis such as filtering, aggregation, classification, pattern detection, and prediction. When applied to specific domains, the IoT needs to deal with unique…

信号处理 · 电气工程与系统科学 2022-05-09 Márcio Miguel Gomes , Rodrigo da Rosa Righi , Cristiano André da Costa , Dalvan Griebler