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Crowdsourcing systems, in which numerous tasks are electronically distributed to numerous "information piece-workers", have emerged as an effective paradigm for human-powered solving of large scale problems in domains such as image…

Machine Learning · Computer Science 2013-03-27 David R. Karger , Sewoong Oh , Devavrat Shah

Advancements in AI heavily rely on large-scale datasets meticulously curated and annotated for training. However, concerns persist regarding the transparency and context of data collection methodologies, especially when sourced through…

Machine Learning · Computer Science 2024-11-05 Shreeyash Gowaikar , Hugo Berard , Rashid Mushkani , Emmanuel Beaudry Marchand , Toumadher Ammar , Shin Koseki

Webcam-based eye tracking is a cost-effective, scalable method for remote research that effectively reaches broader populations. However, uncontrolled environments and hardware diversity lead to inconsistent data quality in crowdsourcing.…

Human-Computer Interaction · Computer Science 2026-05-06 Ka Hei Carrie Lau , Enkelejda Kasneci

This vision paper presents the case for MUSIC, a programmable framework for building distributed mobile IoT applications for urban sensing. The Mobile Urban Sensing, Inference and Control (MUSIC) framework is contextualized for scenarios…

Networking and Internet Architecture · Computer Science 2018-10-01 Shiva R. Iyer , Soumie Kumar , Kate Boxer , Fatima Zarinni , Lakshminarayanan Subramanian

This paper evaluates the benefit of integrating vehicle-based mobile crowd-sensing tasks into the ride-hailing system through the collaboration between the data user and the ride-hailing platform. In such a system, the ride-hailing platform…

Optimization and Control · Mathematics 2024-07-02 Shenglin Liu , Qian Ge , Ke Han , Daisuke Fukuda , Takao Dantsuji

The next generation of machine learning systems must be adept at perceiving and interacting with the physical world through a diverse array of sensory channels. Commonly referred to as the `Internet of Things (IoT)' ecosystem, sensory data…

Machine Learning · Computer Science 2024-07-08 Shentong Mo , Louis-Philippe Morency , Russ Salakhutdinov , Paul Pu Liang

Internet of Things (IoT) is the major research filed in the recent trends. IoT has the ability to create communication with any object. IoT produces big amount of raw data at the time of data gathering. Therefore, there is a need of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-06 J. Mahalakshmi , P. Venkata Krishna

With the rapid growth of hyperconnected devices and decentralized data architectures, safeguarding Internet of Things (IoT) transactions is becoming increasingly challenging. Blockchain presents a promising solution, yet its effectiveness…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-14 Sokratis Vavilis , Harris Niavis , Konstantinos Loupos

Large-scale labeled dataset is the indispensable fuel that ignites the AI revolution as we see today. Most such datasets are constructed using crowdsourcing services such as Amazon Mechanical Turk which provides noisy labels from…

Human-Computer Interaction · Computer Science 2022-03-15 Chong Liu , Yu-Xiang Wang

The combination of Internet of Things (IoT) and Edge Computing (EC) can assist in the delivery of novel applications that will facilitate end users activities. Data collected by numerous devices present in the IoT infrastructure can be…

Databases · Computer Science 2020-08-13 Kostas Kolomvatsos , Christos Anagnostopoulos

The multi-tiered concept of Internet of Things (IoT) devices, cloudlets and clouds is facilitating a user-centric IoT. However, in such three tier network, it is still desirable to investigate efficient strategies to offer the computing,…

Networking and Internet Architecture · Computer Science 2018-02-07 Abbas Kiani , Nirwan Ansari

Crowdsourcing is an online outsourcing mode which can solve the current machine learning algorithm's urge need for massive labeled data. Requester posts tasks on crowdsourcing platforms, which employ online workers over the Internet to…

Human-Computer Interaction · Computer Science 2022-04-28 Guangyang Han , Sufang Li , Runmin Wang , Chunming Wu

Crowdsourcing enables the fine-grained characterization and performance evaluation of today's large-scale networks using the power of the masses and distributed intelligence. This paper presents SmartProbe, a system that assesses the…

Networking and Internet Architecture · Computer Science 2022-06-02 Enrico Gregori , Alessandro Improta , Luciano Lenzini , Valerio Luconi , Nilo Redini , Alessio Vecchio

Internet of Things (IoT) applications combine sensing, wireless communication, intelligence, and actuation, enabling the interaction among heterogeneous devices that collect and process considerable amounts of data. However, the…

Recently, with the rapid development of mobile devices and the crowdsourcing platforms, the spatial crowdsourcing has attracted much attention from the database community. Specifically, spatial crowdsourcing refers to sending a…

Databases · Computer Science 2018-09-07 Peng Cheng , Xun Jian , Lei Chen

Spatial crowdsourcing (SC) engages large worker pools for location-based tasks, attracting growing research interest. However, prior SC task allocation approaches exhibit limitations in computational efficiency, balanced matching, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-20 Kun Li , Shengling Wang , Hongwei Shi , Xiuzhen Cheng , Minghui Xu

In this paper we present a mobile crowdsourcing platform CrowdCafe, where people can perform microtasks using their smartphones while they ride a bus, travel by train, stand in a queue or wait for an appointment. These microtasks are…

Human-Computer Interaction · Computer Science 2016-07-07 Pavel Kucherbaev , Azad Abad , Stefano Tranquillini , Florian Daniel , Maurizio Marchese , Fabio Casati

Subjective speech quality assessment is the gold standard for evaluating speech enhancement processing and telecommunication systems. The commonly used standard ITU-T Rec. P.800 defines how to measure speech quality in lab environments, and…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-15 Babak Naderi , Ross Cutler , Nicolae-Catalin Ristea

Crowdsourcing has been widely used to efficiently obtain labeled datasets for supervised learning from large numbers of human resources at low cost. However, one of the technical challenges in obtaining high-quality results from…

Human-Computer Interaction · Computer Science 2023-02-28 Ryosuke Ueda , Koh Takeuchi , Hisashi Kashima

The widespread use of mobile devices propels the development of new-fashioned video applications like 3D (3-Dimensional) stereo video and mobile cloud game via web or App, exerting more pressure on current mobile access network. To address…

Networking and Internet Architecture · Computer Science 2021-11-30 Xiaotong Wu , Lianyong Qi , Xiaolong Xu , Shui Yu , Wanchun Dou , Xuyun Zhang