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Crowd feedback systems have the potential to support creative workers with feedback from the crowd. In this position paper for the Workshop on Designing Crowd-powered Creativity Support Systems (DC2S2) at CHI '19, we present three…

人机交互 · 计算机科学 2020-04-21 Jonas Oppenlaender , Simo Hosio

Crowdsourcing is a form of "peer production" in which work traditionally performed by an employee is outsourced to an "undefined, generally large group of people in the form of an open call." We present a model of workers supplying labor to…

人机交互 · 计算机科学 2010-04-19 John Horton , Lydia Chilton

We consider a requester who acquires a set of data (e.g. images) that is not owned by one party. In order to collect as many data as possible, crowdsourcing mechanisms have been widely used to seek help from the crowd. However, existing…

计算机科学与博弈论 · 计算机科学 2020-02-28 Wen Zhang , Yao Zhang , Dengji Zhao

Crowdsourcing is a valuable approach for tracking objects in videos in a more scalable manner than possible with domain experts. However, existing frameworks do not produce high quality results with non-expert crowdworkers, especially for…

计算机视觉与模式识别 · 计算机科学 2020-10-01 Samreen Anjum , Chi Lin , Danna Gurari

Social computing encompasses the mechanisms through which people interact with computational systems: crowdsourcing systems, ranking and recommendation systems, online prediction markets, citizen science projects, and collaboratively edited…

计算机与社会 · 计算机科学 2020-07-08 Yiling Chen , Arpita Ghosh , Michael Kearns , Tim Roughgarden , Jennifer Wortman Vaughan

We consider the problem of optimal budget allocation for crowdsourcing problems, allocating users to tasks to maximize our final confidence in the crowdsourced answers. Such an optimized worker assignment method allows us to boost the…

机器学习 · 计算机科学 2017-02-28 Angela Zhou , Irineo Cabreros , Karan Singh

The unprecedented demand for large amount of data has catalyzed the trend of combining human insights with machine learning techniques, which facilitate the use of crowdsourcing to enlist label information both effectively and efficiently.…

机器学习 · 统计学 2018-06-26 Yao Zhou , Jingrui He

Consider designing an effective crowdsourcing system for an $M$-ary classification task. Crowd workers complete simple binary microtasks whose results are aggregated to give the final result. We consider the novel scenario where workers…

机器学习 · 计算机科学 2016-12-14 Qunwei Li , Aditya Vempaty , Lav R. Varshney , Pramod K. Varshney

Collaborative work often benefits from having teams or organizations with heterogeneous members. In this paper, we present a method to form such diverse teams from people arriving sequentially over time. We define a monotone submodular…

人工智能 · 计算机科学 2020-02-26 Faez Ahmed , John Dickerson , Mark Fuge

Crowdsourcing has been successfully employed in the past as an effective and cheap way to execute classification tasks and has therefore attracted the attention of the research community. However, we still lack a theoretical understanding…

人机交互 · 计算机科学 2016-10-20 Edoardo Manino , Long Tran-Thanh , Nicholas R. Jennings

Quality assurance is one the most important challenges in crowdsourcing. Assigning tasks to several workers to increase quality through redundant answers can be expensive if asking homogeneous sources. This limitation has been overlooked by…

机器学习 · 计算机科学 2015-08-12 Besmira Nushi , Adish Singla , Anja Gruenheid , Erfan Zamanian , Andreas Krause , Donald Kossmann

We investigate crowdsourcing algorithms for finding the top-quality item within a large collection of objects with unknown intrinsic quality values. This is an important problem with many relevant applications, for example in networked…

人机交互 · 计算机科学 2017-10-03 Alessandro Nordio , Alberto Tarable , Emilio Leonardi , Marco Ajmone Marsan

Crowdsourcing and data mining can be used to effectively reduce the effort associated with the partial replication and enhancement of qualitative studies. For example, in a primary study, other researchers explored factors influencing the…

软件工程 · 计算机科学 2019-02-13 Di Chen , Kathyrn Stolee , Tim Menzies

Crowd sensing is a new paradigm which leverages the pervasive smartphones to efficiently collect and upload sensing data, enabling numerous novel applications. To achieve good service quality for a crowd sensing application, incentive…

网络与互联网体系结构 · 计算机科学 2014-12-25 Jiajun Sun

Crowdsourcing has revolutionized the process of knowledge building on the web. Wikipedia and StackOverflow are witness to this uprising development. However, the dynamics behind the process of crowdsourcing in the domain of knowledge…

人机交互 · 计算机科学 2016-05-12 Anamika Chhabra , S. R. S. Iyengar , Jaspal Singh Saini

With the industry trend of shifting from a traditional hierarchical approach to flatter management structure, crowdsourced performance assessment gained mainstream popularity. One fundamental challenge of crowdsourced performance assessment…

机器学习 · 计算机科学 2019-10-15 Yifei Huang , Matt Shum , Xi Wu , Jason Zezhong Xiao

The increasing application of social and human-enabled systems in people's daily life from one side and from the other side the fast growth of mobile and smart phones technologies have resulted in generating tremendous amount of data, also…

人机交互 · 计算机科学 2016-04-19 Mohammad Allahbakhsh , Saeed Arbabi , Hamid-Reza Motahari-Nezhad , Boualem Benatallah

Pilot studies are an essential cornerstone of the design of crowdsourcing campaigns, yet they are often only mentioned in passing in the scholarly literature. A lack of details surrounding pilot studies in crowdsourcing research hinders the…

人机交互 · 计算机科学 2023-12-14 Jonas Oppenlaender , Tahir Abbas , Ujwal Gadiraju

Building a natural language dataset requires caution since word semantics is vulnerable to subtle text change or the definition of the annotated concept. Such a tendency can be seen in generative tasks like question-answering and dialogue…

计算与语言 · 计算机科学 2023-04-04 Won Ik Cho , Yoon Kyung Lee , Seoyeon Bae , Jihwan Kim , Sangah Park , Moosung Kim , Sowon Hahn , Nam Soo Kim
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