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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

Internet of things (IoT) devices, such as smart meters, smart speakers and activity monitors, have become highly popular thanks to the services they offer. However, in addition to their many benefits, they raise privacy concerns since they…

信息论 · 计算机科学 2022-02-14 Ecenaz Erdemir , Pier Luigi Dragotti , Deniz Gunduz

Machine learning is increasingly used in the most diverse applications and domains, whether in healthcare, to predict pathologies, or in the financial sector to detect fraud. One of the linchpins for efficiency and accuracy in machine…

机器学习 · 计算机科学 2022-01-17 Tânia Carvalho , Nuno Moniz , Pedro Faria , Luís Antunes

The modernization of the electrical grid and the installation of smart meters come with many advantages to control and monitoring. However, in the wrong hands, the data might pose a privacy threat. In this paper, we consider the tradeoff…

密码学与安全 · 计算机科学 2015-05-28 Roy Dong , Alvaro A. Cárdenas , Lillian J. Ratliff , Henrik Ohlsson , S. Shankar Sastry

Recently, a wide range of smart devices are deployed in a variety of environments to improve the quality of human life. One of the important IoT-based applications is smart homes for healthcare, especially for elders. IoT-based smart homes…

计算机与社会 · 计算机科学 2018-09-12 Ming-Chang Lee , Jia-Chun Lin , Olaf Owe

Building management systems tout numerous benefits, such as energy efficiency and occupant comfort but rely on vast amounts of data from various sensors. Advancements in machine learning algorithms make it possible to extract personal…

人机交互 · 计算机科学 2023-03-14 Beatrice Li , Arash Tavakoli , Arsalan Heydarian

The Internet of Things (IoT) plays a major role today in smart building infrastructures, from simple smart-home applications, to more sophisticated industrial type installations. The vast amounts of data generated from relevant systems can…

信号处理 · 电气工程与系统科学 2025-11-04 Konstantinos Koutras , Agorakis Bompotas , Constantinos Halkiopoulos , Athanasios Kalogeras , Christos Alexakos

Data from Internet of Things (IoT) sensors has emerged as a key contributor to decision-making processes in various domains. However, the quality of the data is crucial to the effectiveness of applications built on it, and assessment of the…

信息论 · 计算机科学 2025-01-14 Novoneel Chakraborty , Abhay Sharma , Jyotirmoy Dutta , Hari Dilip Kumar

The Internet of Things (IoT) promises to improve user utility by tuning applications to user behavior, but revealing the characteristics of a user's behavior presents a significant privacy risk. Our previous work has established the…

密码学与安全 · 计算机科学 2020-07-14 Nazanin Takbiri , Minting Chen , Dennis L. Goeckel , Amir Houmansadr , Hossein Pishro-Nik

The digital era has raised many societal challenges, including ICT's rising energy consumption and protecting privacy of personal data processing. This paper considers both aspects in relation to machine learning accuracy in an…

密码学与安全 · 计算机科学 2024-10-15 Pepijn de Reus , Kyra Dresen , Ana Oprescu , Kristina Irion , Ans Kolk

Recently, many innovations have been experienced in healthcare by rapidly growing Internet-of-Things (IoT) technology that provides significant developments and facilities in the health sector and improves daily human life. The IoT bridges…

密码学与安全 · 计算机科学 2021-09-30 Kevser Şahinbaş , Ferhat Ozgur Catak

As IoT devices become cheaper, smaller, and more ubiquitously deployed, they can reveal more information than their intended design and threaten user privacy. Indoor Environmental Quality (IEQ) sensors previously installed for energy…

信号处理 · 电气工程与系统科学 2023-04-14 Alan Wang , Bradford Campbell , Arsalan Heydarian

The growing integration of digitized infrastructure with Internet of Things (IoT) networks has transformed the management and optimization of building energy consumption. By leveraging IoT-based monitoring systems, stakeholders such as…

计算机与社会 · 计算机科学 2024-11-15 Xiachong Lin , Arian Prabowo , Imran Razzak , Hao Xue , Matthew Amos , Sam Behrens , Flora D. Salim

Information about room-level occupancy is crucial to many building-related tasks, such as building automation or energy performance simulation. Current occupancy detection literature focuses on data-driven methods, but is mostly based on…

机器学习 · 计算机科学 2025-11-20 Manuel Weber , Christoph Doblander , Peter Mandl

The pervasiveness of Internet of Things results in vast volumes of personal data generated by smart devices of users (data producers) such as smart phones, wearables and other embedded sensors. It is a common requirement, especially for Big…

密码学与安全 · 计算机科学 2018-05-08 Thomas Asikis , Evangelos Pournaras

Ensuring the usefulness of electronic data sources while providing necessary privacy guarantees is an important unsolved problem. This problem drives the need for an analytical framework that can quantify the safety of personally…

信息论 · 计算机科学 2016-11-18 Lalitha Sankar , S. Raj Rajagopalan , H. Vincent Poor

The proliferation of IoT devices generates vast interaction data, offering insights into user behaviour. While prior work predicts what actions users perform, the timing of these actions -- critical for enabling proactive and efficient…

机器学习 · 计算机科学 2025-09-16 Shrey Ganatra , Spandan Anaokar , Pushpak Bhattacharyya

Advances in sensing and communication capabilities as well as power industry deregulation are driving the need for distributed state estimation in the smart grid at the level of the regional transmission organizations (RTOs). This leads to…

信息论 · 计算机科学 2016-11-18 Lalitha Sankar , Soummya Kar , Ravi Tandon , H. Vincent Poor

With the growing advances in the Internet of Things (IoT) technology, IoT device management platforms are becoming increasingly important. We conducted a web-based survey and usability study with 43 participants who use IoT devices…

人机交互 · 计算机科学 2022-04-19 Leena Alghamdi , Ashwaq Alsoubai , Mamtaj Akter , Faisal Alghamdi , Pamela Wisniewski

As IoT becomes omnipresent vast amounts of data are generated, which can be used for building innovative applications. However,interoperability issues and security concerns, prevent harvesting the full potentials of these data. In this…

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