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This paper introduces a novel method of adding intrinsic bonuses to task-oriented reward function in order to efficiently facilitate reinforcement learning search. While various bonuses have been designed to date, they are analogous to the…

Machine Learning · Computer Science 2023-07-04 Taisuke Kobayashi

A mobile cloud computing system is composed of heterogeneous services and resources to be allocated by the cloud service provider to mobile cloud users. On one hand, some of these resources are substitutable (e.g., users can use storage…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-04-24 Yang Zhang , Dusit Niyato , Ping Wang

This article proposes a self-organizing collaborative computing network with an approach to enhance the expectation of a collaborating node for joining the self-organizing network. The proposed approach relies on Ethereum cryptocurrency and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-28 Abdullah Yousafzai , Choong Seon Hong

This paper proposes a novel relay selection scheme for buffer-aided wireless networks with relays equipped with both data buffers and energy storage. While buffer-aided relay networks have demonstrated significantly improved performance,…

Information Theory · Computer Science 2025-06-23 Mohammad Alkhawatrah , Yu Gong , Chong Huang , Gaojie Chen

This paper presents a comprehensive framework designed to facilitate the widespread deployment of the Internet of Things (IoT) for enhanced monitoring and optimization of Water Distribution Systems (WDSs). The framework aims to investigate…

Networking and Internet Architecture · Computer Science 2024-04-12 Antonino Pagano , Domenico Garlisi , Fabrizio Giuliano , Tiziana Cattai , Francesca Cuomo

Sensor network virtualization enables the possibility of sharing common physical resources to multiple stakeholder applications. This paper focuses on addressing the dynamic adaptation of already assigned virtual sensor network resources to…

Networking and Internet Architecture · Computer Science 2024-02-14 Carmen Delgado , María Canales , Jorge Ortín , José Ramón Gállego , Alessandro Redondi , Sonda Bousnina , Matteo Cesana

Public electric vehicle (EV) charging infrastructure has expanded rapidly, yet utilization across charging stations remains uneven and often inefficient. Existing operator-determined pricing schemes offer limited flexibility to coordinate…

Optimization and Control · Mathematics 2026-04-01 Fangting Zhou , Jiaming Wu , Balazs Kulcsar

This paper introduces the novel concept of proactive resource allocation in which the predictability of user behavior is exploited to balance the wireless traffic over time, and hence, significantly reduce the bandwidth required to achieve…

Information Theory · Computer Science 2010-10-12 Hesham El-Gamal , John Tadrous , Atilla Eryilmaz

The Internet of Things (IoT) is envisioned as a global network of connected things enabling ubiquitous machine-to-machine (M2M) communication. With estimations of billions of sensors and devices to be connected in the coming years, the IoT…

Computers and Society · Computer Science 2018-09-27 Radu-Casian Mihailescu , Romina Spalazzese , Clint Heyer , Paul Davidsson

Mobile data traffic has been steadily rising in the past years. This has generated a significant interest in the deployment of incentive mechanisms to reduce peak-time congestion. Typically, the design of these mechanisms requires…

Networking and Internet Architecture · Computer Science 2016-11-17 Patrick Loiseau , Galina Schwartz , John Musacchio , Saurabh Amin , S. Shankar Sastry

Internet of things (IoT) has emerged as a new paradigm for the future Internet. In IoT, enormous devices are connected to the Internet and thereby being a huge data source for numerous applications. In this article, we focus on addressing…

Computer Science and Game Theory · Computer Science 2015-12-17 Dusit Niyato , Dinh Thai Hoang , Nguyen Cong Luong , Ping Wang , Dong In Kim , Zhu Han

In this paper, we develop a recommender system for a game that suggests potential items to players based on their interactive behaviors to maximize revenue for the game provider. Our approach is built on a reinforcement learning-based…

Artificial Intelligence · Computer Science 2021-11-18 Hung Nguyen , Minh Nguyen , Long Pham , Jennifer Adorno Nieves

Crowdsourced on-demand services offer benefits such as reduced costs, faster service fulfillment times, greater adaptability, and contributions to sustainable urban transportation in on-demand delivery contexts. However, the success of an…

Machine Learning · Computer Science 2025-02-10 Georgina Nouli , Axel Parmentier , Maximilian Schiffer

To strengthen data privacy and security, federated learning as an emerging machine learning technique is proposed to enable large-scale nodes, e.g., mobile devices, to distributedly train and globally share models without revealing their…

Machine Learning · Computer Science 2019-10-25 Jiawen Kang , Zehui Xiong , Dusit Niyato , Han Yu , Ying-Chang Liang , Dong In Kim

The explosive wireless data service requirement accompanied with carbon dioxide emission and consumption of traditional energy has put pressure on both industry and academia. Wireless networks powered with the uneven and intermittent…

Networking and Internet Architecture · Computer Science 2016-12-13 Qiao Li , Yifei Wei , Mei Song , F. Richard Yu

Recommender systems play a critical role in enhancing user experience by providing personalized suggestions based on user preferences. Traditional approaches often rely on explicit numerical ratings or assume access to fully ranked lists of…

Information Retrieval · Computer Science 2025-08-22 Bahar Boroomand , James R. Wright

This paper addresses key challenges in task scheduling for multi-tenant distributed systems, including dynamic resource variation, heterogeneous tenant demands, and fairness assurance. An adaptive scheduling method based on reinforcement…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-13 Xiaopei Zhang , Xingang Wang , Xin Wang

We propose a novel framework to select IaaS providers according to a consumer's long-term performance requirements. The proposed framework leverages free short-term trials to discover the unknown QoS performance of IaaS providers. We design…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-03 Sheik Mohammad Mostakim Fattah , Athman Bouguettaya , Sajib Mistry

This paper presents a new privacy negotiation mechanism for an IoT environment that is both efficient and practical to cope with the IoT special need of seamlessness. This mechanism allows IoT users to express and enforce their personal…

Cryptography and Security · Computer Science 2021-03-16 Khaled Alanezi , Shivakant Mishra

In this paper, we propose a pricing mechanism for the uplink communication cooperation to save the energy of mobile terminals (MTs) in wireless cellular network. Under the uncertainties of the other MTs' channel and battery conditions, a…

Information Theory · Computer Science 2015-08-05 Yinghao Guo , Lingjie Duan , Rui Zhang