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In multimedia crowdsourcing, the requester's quality requirements and reward decisions will affect the workers' task selection strategies and the quality of their multimedia contributions. In this paper, we present a first study on how the…

计算机科学与博弈论 · 计算机科学 2019-04-26 Qi Shao , Man Hon Cheung , Jianwei Huang

Crowdsourcing is being increasingly adopted as a platform to run studies with human subjects. Running a crowdsourcing experiment involves several choices and strategies to successfully port an experimental design into an otherwise…

Models of crowdsourcing and human computation often assume that individuals independently carry out small, modular tasks. However, while these models have successfully shown how crowds can accomplish significant objectives, they can…

计算机与社会 · 计算机科学 2023-09-04 David T. Lee , Christos A. Makridis

Crowdsourcing information constitutes an important aspect of human-in-the-loop learning for researchers across multiple disciplines such as AI, HCI, and social science. While using crowdsourced data for subjective tasks is not new,…

人机交互 · 计算机科学 2019-06-19 Ramya Srinivasan , Ajay Chander

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…

网络与互联网体系结构 · 计算机科学 2021-11-30 Xiaotong Wu , Lianyong Qi , Xiaolong Xu , Shui Yu , Wanchun Dou , Xuyun Zhang

Applications extracting data from crowdsourcing platforms must deal with the uncertainty of crowd answers in two different ways: first, by deriving estimates of the correct value from the answers; second, by choosing crowd questions whose…

数据库 · 计算机科学 2016-07-19 Antoine Amarilli , Yael Amsterdamer , Tova Milo

Crowdsourcing platforms offer a way to label data by aggregating answers of multiple unqualified workers. We introduce a \textit{simple} and \textit{budget efficient} crowdsourcing method named Proxy Crowdsourcing (PCS). PCS collects…

计算机科学与博弈论 · 计算机科学 2018-06-19 Gal Cohensius , Omer Ben Porat , Reshef Meir , Ofra Amir

Crowd algorithms often assume workers are inexperienced and thus fail to adapt as workers in the crowd learn a task. These assumptions fundamentally limit the types of tasks that systems based on such algorithms can handle. This paper…

社会与信息网络 · 计算机科学 2012-04-20 Walter S. Lasecki , Samuel C. White , Kyle I. Murray , Jeffrey P. Bigham

This paper reports on the challenges and lessons we learned while running controlled experiments in crowdsourcing platforms. Crowdsourcing is becoming an attractive technique to engage a diverse and large pool of subjects in experimental…

人机交互 · 计算机科学 2020-11-06 Jorge Ramírez , Marcos Baez , Fabio Casati , Luca Cernuzzi , Boualem Benatallah

Social Media provides researchers with an unprecedented opportunity to gain insight into various facets of human life. Health practitioners put a great emphasis on pinpointing socioeconomic status (SES) of individuals as they can use to it…

计算机与社会 · 计算机科学 2019-02-20 Adil E. Rajput , Akila Sarirete , Tamer F. Desouky

Crowdsourcing environments have shown promise in solving diverse tasks in limited cost and time. This type of business model involves both the expert and non-expert workers. Interestingly, the success of such models depends on the volume of…

人机交互 · 计算机科学 2016-09-13 Malay Bhattacharyya

We explore the design of an effective crowdsourcing system for an $M$-ary classification task. Crowd workers complete simple binary microtasks whose results are aggregated to give the final classification decision. We consider the scenario…

社会与信息网络 · 计算机科学 2017-04-05 Qunwei Li , Pramod K. Varshney

Microtask crowdsourcing has enabled dataset advances in social science and machine learning, but existing crowdsourcing schemes are too expensive to scale up with the expanding volume of data. To scale and widen the applicability of…

Literature reviews allow scientists to stand on the shoulders of giants, showing promising directions, summarizing progress, and pointing out existing challenges in research. At the same time conducting a systematic literature review is a…

信息检索 · 计算机科学 2017-09-27 Evgeny Krivosheev , Fabio Casati , Valentina Caforio , Boualem Benatallah

Crowd counting is an effective tool for situational awareness in public places. Automated crowd counting using images and videos is an interesting yet challenging problem that has gained significant attention in computer vision. Over the…

计算机视觉与模式识别 · 计算机科学 2022-09-16 Muhammad Asif Khan , Hamid Menouar , Ridha Hamila

Internet-connected smart devices are increasing at an exponential rate. These powerful devices have created a yet-untapped pool of idle resources that can be utilised, among others, for processing data in resource-depleted environments. The…

软件工程 · 计算机科学 2023-02-14 Niroshinie Fernando , Chetan Arora , Seng W. Loke , Lubna Alam , Stephen La Macchia , Helen Graesser

In this paper, we study idea mining from crowdsourcing applications which encourage a group of people, who are usually undefined and very large sized, to generate ideas for new product development (NPD). In order to isolate the relatively…

信息检索 · 计算机科学 2015-02-26 Thanh-Cong Dinh , Hyerim Bae , Jaehun Park , Joonsoo Bae

Computer vision systems require large amounts of manually annotated data to properly learn challenging visual concepts. Crowdsourcing platforms offer an inexpensive method to capture human knowledge and understanding, for a vast number of…

计算机视觉与模式识别 · 计算机科学 2016-11-08 Adriana Kovashka , Olga Russakovsky , Li Fei-Fei , Kristen Grauman

Collective decision-making is the process through which diverse stakeholders reach a joint decision. Within societal settings, one example is participatory budgeting, where constituents decide on the funding of public projects. How to most…

理论经济学 · 经济学 2024-09-23 Yurun Ge , Lucas Böttcher , Tom Chou , Maria R. D'Orsogna

The advent of the digital pathology has introduced new avenues of diagnostic medicine. Among them, crowdsourcing has attracted researchers' attention in the recent years, allowing them to engage thousands of untrained individuals in…