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As the amount of data collected for crowdsensing applications increases rapidly due to improved sensing capabilities and the increasing number of Internet of Things (IoT) devices, the cloud server is no longer able to handle the large-scale…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-10 Jer Shyuan Ng , Wei Yang Bryan Lim , Sahil Garg , Zehui Xiong , Dusit Niyato , Mohsen Guizani , Cyril Leung

Crowd sensing is a new paradigm that leverages pervasive sensor-equipped mobile devices to provide sensing services like forensic analysis, documenting public spaces, and collaboratively constructing statistical models. Extensive user…

Social and Information Networks · Computer Science 2015-05-26 Jiajun Sun

Computing devices such as laptops, tablets and mobile phones have become part of our daily lives. End users increasingly know more and more information about these devices. Further, more technically savvy end users know how such devices are…

Human-Computer Interaction · Computer Science 2019-05-29 Ahmed Hussein , Mahmoud Barhamgi , Massimo Vecchio , Charith Perera

Task allocation is a major challenge in Mobile Crowd Sensing (MCS). While previous task allocation approaches follow either the opportunistic or participatory mode, this paper proposes to integrate these two complementary modes in a…

Human-Computer Interaction · Computer Science 2018-05-23 Jiangtao Wang , Feng Wang , Yasha Wang , Leye Wang , Zhaopeng Qiu , Daqing Zhang , Bin Guo , Qin Lv

Smart cities rely on dynamic and real-time data to enable smart urban applications such as intelligent transport and epidemics detection. However, the streaming of big data from IoT devices, especially from mobile platforms like pedestrians…

Cryptography and Security · Computer Science 2016-07-12 Joshua Joy , Ciaran McGoldrick , Mario Gerla

The increasing demand for sensing, collecting, transmitting, and processing vast amounts of data poses significant challenges for resource-constrained mobile users, thereby impacting the performance of wireless networks. In this regard,…

Networking and Internet Architecture · Computer Science 2024-07-23 Yaoqi Yang , Hongyang Du , Zehui Xiong , Dusit Niyato , Abbas Jamalipour , Zhu Han

Realtime crowdsourcing research has demonstrated that it is possible to recruit paid crowds within seconds by managing a small, fast-reacting worker pool. Realtime crowds enable crowd-powered systems that respond at interactive speeds: for…

Social and Information Networks · Computer Science 2012-04-16 Michael S. Bernstein , David R. Karger , Robert C. Miller , Joel Brandt

We consider a setup with Internet of Things (IoT), where a base station (BS) collects data from nodes that use two different communication modes. The first is pull-based, where the BS retrieves the data from specific nodes through queries.…

Signal Processing · Electrical Eng. & Systems 2026-03-16 Sara Cavallero , Fabio Saggese , Junya Shiraishi , Shashi Raj Pandey , Chiara Buratti , Petar Popovski

Internet of Things (IoT) promises to bring ease of monitoring, better efficiency and innovative services across many domains with connected devices around us. With information from critical parts of infrastructure and powerful cloud-based…

Crowdsourced data supports real-time decision-making but faces challenges like misinformation, errors, and contributor power concentration. This study systematically examines trust management practices across platforms categorised as…

Social and Information Networks · Computer Science 2025-11-06 Iffat Gheyas , Muhammad Rizwan Asghar , Steve Schneider , Alan Woodward

The process of gathering ground truth data through human annotation is a major bottleneck in the use of information extraction methods for populating the Semantic Web. Crowdsourcing-based approaches are gaining popularity in the attempt to…

Human-Computer Interaction · Computer Science 2022-09-21 Anca Dumitrache , Oana Inel , Benjamin Timmermans , Carlos Ortiz , Robert-Jan Sips , Lora Aroyo , Chris Welty

A clinical study is often necessary for exploring important research questions; however, this approach is sometimes time and money consuming. Another extreme approach, which is to collect and aggregate opinions from crowds, provides a…

Human-Computer Interaction · Computer Science 2022-05-17 Shoko Wakamiya , Toshiki Mera , Eiji Aramaki , Masaki Matsubara , Atsuyuki Morishima

We propose a novel spatio-temporal service composition framework for crowdsourcing multiple IoT energy services to cater to multiple energy requests. We define a new energy service model to leverage the wearable-based energy and wireless…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-22 Amani Abusafia , Abdallah Lakhdari , Athman Bouguettaya

In this article, we propose a 3D mobile crowdsensing (3D-MCS) framework aimed at sustainable urban digital twins (UDTs). The framework comprises four key mechanisms: (1) the 3D-MCS mechanism, consisting of active and passive models; (2) the…

Human-Computer Interaction · Computer Science 2025-06-02 Taku Yamazaki , Kaito Watanabe , Tatsuya Kase , Kenta Hasegawa , Koki Saida , Takumi Miyoshi

Crowdsourcing technologies rely on groups of people to input information that may be critical for decision-making. This work examines obfuscation in the context of reporting technologies. We show that widespread use of reporting platforms…

Machine Learning · Computer Science 2022-08-15 Benjamin Laufer , Niko A. Grupen

As we are moving towards the Internet of Things (IoT), the number of sensors deployed around the world is growing at a rapid pace. Market research has shown a significant growth of sensor deployments over the past decade and has predicted a…

Software Engineering · Computer Science 2016-11-17 Charith Perera , Arkady Zaslavsky , Peter Christen , Dimitrios Georgakopoulos

This paper proposes a communication-efficient, event-triggered inference framework for cooperative edge AI systems comprising multiple user devices and edge servers. Building upon dual-threshold early-exit strategies for rare-event…

Networking and Internet Architecture · Computer Science 2025-07-22 Thai T. Vu , John Le

As mobile crowdsensing techniques are steering many smart-city applications, an incentive scheme that motivates the crowd to actively participate becomes a key to the success of such city-scale applications. This paper presents a…

Networking and Internet Architecture · Computer Science 2018-08-14 Fang-Jing Wu , Tie Luo

The modern era has seen a speedy growth in the Internet of Things (IoT). As per statistics of 2020, twenty billion devices will be connected to the Internet. This massive increase in Internet connected devices will lead to a lot of efforts…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-30 Deepak kumar Aggarwal , Rajni Aron

The latest surveys estimate an increasing number of connected Internet-of-Things (IoT) devices (around 16 billion) despite the sector's shortage of manufacturers. All these devices deployed into the wild will collect data to guide…

Software Engineering · Computer Science 2025-01-28 Keila Lima , Tosin Daniel Oyetoyan , Rogardt Heldal , Wilhelm Hasselbring
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