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Several works related to spatial crowdsourcing have been proposed in the direction where the task executers are to perform the tasks within the stipulated deadlines. Though the deadlines are set, it may be a practical scenario that majority…

计算工程、金融与科学 · 计算机科学 2024-02-08 Naren Debnath , Sajal Mukhopadhyay , Fatos Xhafa

Crowdwork often entails tackling cognitively-demanding and time-consuming tasks. Crowdsourcing can be used for complex annotation tasks, from medical imaging to geospatial data, and such data powers sensitive applications, such as health…

人机交互 · 计算机科学 2020-09-07 Akira Matsui , Emilio Ferrara , Fred Morstatter , Andres Abeliuk , Aram Galstyan

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…

信息检索 · 计算机科学 2018-12-06 Shuo Yang , Zhenzhe Zheng , Shaojie Tang , Fan Wu , Guihai Chen

Quality improvement methods are essential to gathering high-quality crowdsourced data, both for research and industry applications. A popular and broadly applicable method is task assignment that dynamically adjusts crowd workflow…

人机交互 · 计算机科学 2021-11-17 Danula Hettiachchi , Vassilis Kostakos , Jorge Goncalves

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…

人机交互 · 计算机科学 2022-04-28 Guangyang Han , Sufang Li , Runmin Wang , Chunming Wu

Crowdsourcing and human computation has been employed in increasingly sophisticated projects that require the solution of a heterogeneous set of tasks. We explore the challenge of building or hiring an effective team, for performing tasks…

人机交互 · 计算机科学 2015-08-14 Adish Singla , Eric Horvitz , Pushmeet Kohli , Andreas Krause

Crowdsourcing systems enable us to collect large-scale dataset, but inherently suffer from noisy labels of low-paid workers. We address the inference and learning problems using such a crowdsourced dataset with noise. Due to the nature of…

机器学习 · 计算机科学 2022-02-25 Hoyoung Kim , Seunghyuk Cho , Dongwoo Kim , Jungseul Ok

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…

人机交互 · 计算机科学 2022-05-17 Shoko Wakamiya , Toshiki Mera , Eiji Aramaki , Masaki Matsubara , Atsuyuki Morishima

Crowdsourcing is now widely used to replace judgement by an expert authority with an aggregate evaluation from a number of non-experts, in applications ranging from rating and categorizing online content to evaluation of student assignments…

计算机科学与博弈论 · 计算机科学 2013-03-05 Anirban Dasgupta , Arpita Ghosh

Context: Highly dynamic and competitive crowdsourcing software development (CSD) marketplaces may experience task failure due to unforeseen reasons, such as increased competition over shared supplier resources, or uncertainty associated…

分布式、并行与集群计算 · 计算机科学 2021-02-22 Jordan Urbaczek , Razieh Saremi , Mostaan Lotfalian Saremi , Julian Togelius

Crowdsourcing system has emerged as an effective platform for labeling data with relatively low cost by using non-expert workers. Inferring correct labels from multiple noisy answers on data, however, has been a challenging problem, since…

人机交互 · 计算机科学 2023-09-14 Doyeon Kim , Jeonghwan Lee , Hye Won Chung

Crowdsourcing can solve problems that current fully automated systems cannot. Its effectiveness depends on the reliability, accuracy, and speed of the crowd workers that drive it. These objectives are frequently at odds with one another.…

人机交互 · 计算机科学 2014-08-29 Walter S. Lasecki , Christopher M. Homan , Jeffrey P. Bigham

Spatial Crowdsourcing (SC) is a novel platform that engages individuals in the act of collecting various types of spatial data. This method of data collection can significantly reduce cost and turnover time, and is particularly useful in…

数据库 · 计算机科学 2017-04-27 Luan Tran , Hien To , Liyue Fan , Cyrus Shahabi

Crowdsourcing is widely used to create data for common natural language understanding tasks. Despite the importance of these datasets for measuring and refining model understanding of language, there has been little focus on the…

计算与语言 · 计算机科学 2021-06-03 Nikita Nangia , Saku Sugawara , Harsh Trivedi , Alex Warstadt , Clara Vania , Samuel R. Bowman

Due to the unreliability of Internet workers, it's difficult to complete a crowdsourcing project satisfactorily, especially when the tasks are multiple and the budget is limited. Recently, meta learning has brought new vitality to few-shot…

机器学习 · 计算机科学 2021-11-09 Guangyang Han , Guoxian Yu , Lizhen Cui , Carlotta Domeniconi , Xiangliang Zhang

With the rapid development of crowdsourcing platforms that aggregate the intelligence of Internet workers, crowdsourcing has been widely utilized to address problems that require human cognitive abilities. Considering great dynamics of…

数据库 · 计算机科学 2018-06-05 Jiayang Tu , Peng Cheng , Lei Chen

Comparing to cloud computing, fog computing performs computation and services at the edge of networks, thus relieving the computation burden of the data center and reducing the task latency of end devices. Computation latency is a crucial…

信号处理 · 电气工程与系统科学 2021-04-08 Miao Yang , Hongbin Zhu , Hua Qian , Yevgeni Koucheryavy , Konstantin Samouylov , Haifeng Wang

Crowdsourcing is the primary means to generate training data at scale, and when combined with sophisticated machine learning algorithms, crowdsourcing is an enabler for a variety of emergent automated applications impacting all spheres of…

人机交互 · 计算机科学 2016-10-19 Aditya Parameswaran , Akash Das Sarma , Vipul Venkataraman

Crowdsourcing, in which human intelligence and productivity is dynamically mobilized to tackle tasks too complex for automation alone to handle, has grown to be an important research topic and inspired new businesses (e.g., Uber, Airbnb).…

计算机与社会 · 计算机科学 2023-09-20 Shipeng Wang , Qingzhong Li , Lizhen Cui , Zhongmin Yan , Yonghui Xu , Zhuan Shi , Xinping Min , Zhiqi Shen , Han Yu

A critical issue in software development projects in IT service companies is finding the right people at the right time. By enabling assignments of tasks to people to be more fluid, the use of crowdsourcing approaches within a company…

软件工程 · 计算机科学 2020-09-14 Shinobu Saito , Yukako Iimura , Emad Aghayi , Thomas D. LaToza