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Recently, a novel class of incentive mechanisms is proposed to attract extensive users to truthfully participate in crowd sensing applications with a given budget constraint. The class mechanisms also bring good service quality for the…

Computer Science and Game Theory · Computer Science 2014-10-21 Jiajun Sun

We consider crowdsourcing problems where the users are asked to provide evaluations for items; the user evaluations are then used directly, or aggregated into a consensus value. Lacking an incentive scheme, users have no motive in making…

Computer Science and Game Theory · Computer Science 2017-05-09 Luca de Alfaro , Marco Faella , Vassilis Polychronopoulos , Michael Shavlovsky

Proper incentive mechanisms are critical for mobile crowdsensing systems to motivate people to actively and persistently participate. This article provides an exposition of design principles of six incentive mechanisms, drawing special…

Computer Science and Game Theory · Computer Science 2018-07-03 Tony T. Luo , Salil S. Kanhere , Jianwei Huang , Sajal K. Das , Fan Wu

Designing effective incentive mechanisms in mobile crowdsensing (MCS) networks is crucial for engaging distributed mobile users (workers) to contribute heterogeneous data for various applications (tasks). In this paper, we propose a novel…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-01 Houyi Qi , Minghui Liwang , Xianbin Wang , Liqun Fu , Yiguang Hong , Li Li , Zhipeng Cheng

In this study, we investigate the resource management challenges in next-generation mobile crowdsensing networks with the goal of minimizing task completion latency while ensuring coverage performance, i.e., an essential metric to ensure…

Networking and Internet Architecture · Computer Science 2025-03-31 Yaru Fu , Yue Zhang , Zheng Shi , Yongna Guo , Yalin Liu

Mobile sensing has become a promising paradigm for mobile users to obtain information by task crowdsourcing. However, due to the social preferences of mobile users, the quality of sensing reports may be impacted by the underlying social…

Networking and Internet Architecture · Computer Science 2015-07-23 Ju Ren , Yaoxue Zhang , Kuan Zhang , Xuemin , Shen

Task allocation or participant selection is a key issue in Mobile Crowd Sensing (MCS). While previous participant selection approaches mainly focus on selecting a proper subset of users for a single MCS task, multi-task-oriented participant…

Human-Computer Interaction · Computer Science 2016-08-10 Yan Liu , Bin Guo , Yang Wang , Wenle Wu , Zhiwen Yu , Daqing Zhang

We consider schemes for obtaining truthful reports on a common but hidden signal from large groups of rational, self-interested agents. One example are online feedback mechanisms, where users provide observations about the quality of a…

Computer Science and Game Theory · Computer Science 2014-01-16 Radu Jurca , Boi Faltings

Nowadays, crowd sensing becomes increasingly more popular due to the ubiquitous usage of mobile devices. However, the quality of such human-generated sensory data varies significantly among different users. To better utilize sensory data,…

Cryptography and Security · Computer Science 2018-10-12 Yaliang Li , Houping Xiao , Zhan Qin , Chenglin Miao , Lu Su , Jing Gao , Kui Ren , Bolin Ding

Worker recruitment is a crucial research problem in Mobile Crowd Sensing (MCS). While previous studies rely on a specified platform with a pre-assumed large user pool, this paper leverages the influenced propagation on the social network to…

Social and Information Networks · Computer Science 2018-05-23 Jiangtao Wang , Feng Wang , Yasha Wang , Daqing Zhang , Leye Wang , Zhaopeng Qiu

Beyond data collection, future mobile crowdsensing (MCS) in complex applications must satisfy diverse requirements, including reliable task completion, budget and quality constraints, and fluctuating worker availability. Besides raw-data…

Networking and Internet Architecture · Computer Science 2026-03-20 Houyi Qi , Minghui Liwang , Kaiwen Tan , Wenyong Wang , Sai Zou , Yiguang Hong , Xianbin Wang , Wei Ni

With the development of mobile sensing and mobile social networking techniques, Mobile Crowd Sensing and Computing (MCSC), which leverages heterogeneous crowdsourced data for large-scale sensing, has become a leading paradigm. Built on top…

Human-Computer Interaction · Computer Science 2015-05-04 Bin Guo , Chao Chen , Daqing Zhang , Zhiwen Yu , Alvin Chin

Leveraging massive numbers of sensors in user equipment as well as opportunistic human mobility, mobile crowd sensing (MCS) has emerged as a powerful paradigm, where prolonging battery life of constrained devices and motivating human…

Information Theory · Computer Science 2018-03-06 Xiaoyang Li , Changsheng You , Sergey Andreev , Yi Gong , Kaibin Huang

By opportunistically engaging mobile users (workers), mobile crowdsensing (MCS) networks have emerged as important approach to facilitate sharing of sensed/gathered data of heterogeneous mobile devices. To assign tasks among workers and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-21 Houyi Qi , Minghui Liwang , Seyyedali Hosseinalipour , Xiaoyu Xia , Zhipeng Cheng , Xianbin Wang , Zhenzhen Jiao

In mobile crowdsensing, finding the best match between tasks and users is crucial to ensure both the quality and effectiveness of a crowdsensing system. Existing works usually assume a centralized task assignment by the crowdsensing…

Information Retrieval · Computer Science 2018-12-06 Shuo Yang , Zhenzhe Zheng , Shaojie Tang , Fan Wu , Guihai Chen

Mobile Crowd Sensing (MCS) is the mechanism wherein people can contribute in data collection process using their own mobile devices which have sensing capabilities. Incentives are rewards that individuals get in exchange for data they…

Computer Science and Game Theory · Computer Science 2025-07-11 Jowa Yangchin , Ningrinla Marchang

While microtask crowdsourcing provides a new way to solve large volumes of small tasks at a much lower price compared with traditional in-house solutions, it suffers from quality problems due to the lack of incentives. On the other hand,…

Computer Science and Game Theory · Computer Science 2013-05-30 Yang Gao , Yan Chen , K. J. Ray Liu

In this paper, we consider the problem of incentive mechanism design for smart-phone crowd-sourcing. Each user participating in crowd-sourcing submits a set of tasks it can accomplish and its corresponding bid. The platform then selects the…

Computers and Society · Computer Science 2013-10-09 Ashwin Subramanian , G Sai Kanth , Rahul Vaze

This paper investigates the incentive mechanism design from a novel and practically important perspective in which mobile users as contributors do not join simultaneously and a requester desires large efforts from early contributors. A…

Computer Science and Game Theory · Computer Science 2017-10-06 Yuedong Xu , Yifan Zhou , Yifan Mao , Xu Chen , Xiang Li

The wide spread of mobile devices has enabled a new paradigm of innovation called Mobile Crowdsourcing (MCS) where the concept is to allow entities, e.g., individuals or local authorities, to hire workers to help from the crowd of connected…

Social and Information Networks · Computer Science 2020-04-29 Aymen Hamrouni , Hakim Ghazzai , Turki Alelyani , Yehia Massoud