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The Internet of things (IoT) will make it possible to interconnect and simultaneously control distributed electrical loads. Various technical and regulatory concerns have been raised that IoT-operated loads are being deployed without…

Systems and Control · Computer Science 2017-06-26 Yury Dvorkin , Siddharth Garg

In this paper, we propose a data collaboration analysis method for distributed datasets. The proposed method is a centralized machine learning while training datasets and models remain distributed over some institutions. Recently, data…

Machine Learning · Computer Science 2019-02-21 Akira Imakura , Tetsuya Sakurai

The Internet of Things (IoT) is a cyber physical social system that encompasses science, enterprise and societal domains. Data is the most important commodity in IoT, enabling the "smarts" through analytics and decision making. IoT…

Other Computer Science · Computer Science 2019-06-26 Nashez Zubair , Niranjan A , Kiran Hebbar , Yogesh Simmhan

The growth in the number of devices connected to the Internet of Things (IoT) poses major challenges in security. The integrity and trustworthiness of data and data analytics are increasingly important concerns in IoT applications. These…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-17 Yuan Chen , Soummya Kar , José M. F. Moura

The rapid proliferation of the Internet of Things (IoT) has ushered in transformative connectivity between physical devices and the digital realm. Nonetheless, the escalating threat of Distributed Denial of Service (DDoS) attacks…

Cryptography and Security · Computer Science 2024-03-19 Ghazaleh Shirvani , Saeid Ghasemshirazi , Mohammad Ali Alipour

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…

Signal Processing · Electrical Eng. & Systems 2020-07-13 Zhengping Luo , Shangqing Zhao , Zhuo Lu , Yalin E. Sagduyu , Jie Xu

In this paper, we investigate the problem of decentralized federated learning (DFL) in Internet of things (IoT) systems, where a number of IoT clients train models collectively for a common task without sharing their private training data…

Machine Learning · Computer Science 2021-05-13 Chengxi Li , Gang Li , Pramod K. Varshney

The Internet of Things (IoT) revolution has shown potential to give rise to many medical applications with access to large volumes of healthcare data collected by IoT devices. However, the increasing demand for healthcare data privacy and…

Machine Learning · Computer Science 2020-05-12 Binhang Yuan , Song Ge , Wenhui Xing

The recent success of single-agent reinforcement learning (RL) in Internet of things (IoT) systems motivates the study of multi-agent reinforcement learning (MARL), which is more challenging but more useful in large-scale IoT. In this…

Machine Learning · Computer Science 2020-09-01 Yue Xu , Zengde Deng , Mengdi Wang , Wenjun Xu , Anthony Man-Cho So , Shuguang Cui

Federated learning (FL) is increasingly becoming the default approach for training machine learning models across decentralized Internet-of-Things (IoT) devices. A key advantage of FL is that no raw data are communicated across the network,…

Machine Learning · Computer Science 2023-08-29 Samir Rajani , Dario Dematties , Nathaniel Hudson , Kyle Chard , Nicola Ferrier , Rajesh Sankaran , Peter Beckman

Nowadays, data is becoming the new fuel for economic wealth and creation of novel and profitable business models. Multitude of technologies are contributing to an abundance of information sources which are already the baseline for…

Databases · Computer Science 2024-03-07 Laura Martín , Luis Sánchez , Jorge Lanza , Pablo Sotres

Many ethical issues in machine learning are connected to the training data. Online data markets are an important source of training data, facilitating both production and distribution. Recently, a trend has emerged of for-profit "ethical"…

Computer Science and Game Theory · Computer Science 2025-02-03 Augustin Chaintreau , Roland Maio , Juba Ziani

The problem of cooperative spectrum leasing to unlicensed Internet of Things (IoT) devices is studied to account for potential selfish behavior of these devices. A distributed game theoretic framework for spectrum leasing is proposed where…

Information Theory · Computer Science 2018-02-19 Fatemeh Afghah , Alireza Shamsoshoara , Laurent Njilla , Charles Kamhoua

Data is the new oil of the 21st century. The growing trend of trading data for greater welfare has led to the emergence of data markets. A data market is any mechanism whereby the exchange of data products including datasets and data…

Internet of Things (IoT) aims at providing connectivity between every computing entity. However, this facilitation is also leading to more cyber threats which may exploit the presence of a vulnerability of a period of time. One such…

Networking and Internet Architecture · Computer Science 2018-04-17 Vishal Sharma , Jiyoon Kim , Soonhyun Kwon , Ilsun You , Kyungroul Lee , Kangbin Yim

In recent years, networked IoT systems have revolutionized connectivity, portability, and functionality, offering a myriad of advantages. However, these systems are increasingly targeted by adversaries due to inherent security…

Cryptography and Security · Computer Science 2024-04-18 Sreenitha Kasarapu , Sanket Shukla , Sai Manoj Pudukotai Dinakarrao

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…

Signal Processing · Electrical Eng. & Systems 2022-07-26 Nir Shlezinger , Ivan V. Bajic

The data sponsored scheme allows the content provider to cover parts of the cellular data costs for mobile users. Thus the content service becomes appealing to more users and potentially generates more profit gain to the content provider.…

Computer Science and Game Theory · Computer Science 2017-11-06 Zehui Xiong , Shaohan Feng , Dusit Niyato , Ping Wang , Yang Zhang

The Internet of Things (IoT) is an idea that intends to interface arranged data frameworks to actual items. The Internet of Things (IoT) has applications in pretty much every part of life in this day and age, and stock administration is no…

Human-Computer Interaction · Computer Science 2022-06-09 Ummae Hamida Hannan , Md Reaz Uddin Chowdhury , Md. Goalm Rahaman , Sakib Mahmud Galib , Md. Taimur Ahad

This paper deals with the use of hybrid simulation to build and compose heterogeneous simulation scenarios that can be proficiently exploited to model and represent the Internet of Things (IoT). Hybrid simulation is a methodology that…

Computers and Society · Computer Science 2018-04-12 Gabriele D'Angelo , Stefano Ferretti , Vittorio Ghini