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This article-based doctoral thesis explores the stakeholder perspectives and experiences of crowdsourced creative work on two of the leading crowdsourcing platforms. The thesis has two parts. In the first part, we explore creative work from…

人机交互 · 计算机科学 2022-03-31 Jonas Oppenlaender

Crowdsourcing offers unprecedented potential for solving tasks efficiently by tapping into the skills of large groups of people. A salient feature of crowdsourcing---its openness of entry---makes it vulnerable to malicious behavior. Such…

社会与信息网络 · 计算机科学 2014-02-25 Victor Naroditskiy , Nicholas R. Jennings , Pascal Van Hentenryck , Manuel Cebrian

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 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

Crowdsourcing has gained popularity as a tool to harness human brain power to help solve problems that are difficult for computers. Previous work in crowdsourcing often assumes that workers complete crowdwork independently. In this paper,…

人机交互 · 计算机科学 2018-10-24 Chien-Ju Ho , Ming Yin

Datasets for training crowd counting deep networks are typically heavy-tailed in count distribution and exhibit discontinuities across the count range. As a result, the de facto statistical measures (MSE, MAE) exhibit large variance and…

计算机视觉与模式识别 · 计算机科学 2021-08-20 Sravya Vardhani Shivapuja , Mansi Pradeep Khamkar , Divij Bajaj , Ganesh Ramakrishnan , Ravi Kiran Sarvadevabhatla

With the advent of generative audio features, there is an increasing need for rapid evaluation of their impact on speech intelligibility. Beyond the existing laboratory measures, which are expensive and do not scale well, there has been…

音频与语音处理 · 电气工程与系统科学 2024-03-25 Laura Lechler , Kamil Wojcicki

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

Crowdsourcing enables the solicitation of forecasts on a variety of prediction tasks from distributed groups of people. How to aggregate the solicited forecasts, which may vary in quality, into an accurate final prediction remains a…

统计方法学 · 统计学 2022-03-31 Juntao Wang , Yang Liu , Yiling Chen

Visual question answering (VQA) systems are emerging from a desire to empower users to ask any natural language question about visual content and receive a valid answer in response. However, close examination of the VQA problem reveals an…

人工智能 · 计算机科学 2016-08-30 Danna Gurari , Kristen Grauman

This paper explores and offers guidance on a specific and relevant problem in task design for crowdsourcing: how to formulate a complex question used to classify a set of items. In micro-task markets, classification is still among the most…

The growing popularity of online fundraising (aka "crowdfunding") has attracted significant research on the subject. In contrast to previous studies that attempt to predict the success of crowdfunded projects based on specific…

人机交互 · 计算机科学 2021-01-19 Henry K. Dambanemuya , Emőke-Ágnes Horvát

As urban populations grow, the need for accessible urban design has become urgent. Traditional survey methods for assessing public perceptions of accessibility are often limited in scope. Crowdsourcing via online reviews offers a valuable…

社会与信息网络 · 计算机科学 2024-09-16 Lingyao Li , Songhua Hu , Yinpei Dai , Min Deng , Parisa Momeni , Gabriel Laverghetta , Lizhou Fan , Zihui Ma , Xi Wang , Siyuan Ma , Jay Ligatti , Libby Hemphill

Recommender systems recommend objects regardless of potential adverse effects of their overcrowding. We address this shortcoming by introducing crowd-avoiding recommendation where each object can be shared by only a limited number of users…

物理与社会 · 物理学 2013-06-18 Stanislao Gualdi , Matus Medo , Yi-Cheng Zhang

Computational design is aimed at supporting or automating design processes using computational techniques. However, some classes of design tasks involve criteria that are difficult to handle only with computers. For example, visual design…

图形学 · 计算机科学 2020-02-21 Yuki Koyama , Takeo Igarashi

In the setting where we want to aggregate people's subjective evaluations, plurality vote may be meaningless when a large amount of low-effort people always report "good" regardless of the true quality. "Surprisingly popular" method,…

计算机科学与博弈论 · 计算机科学 2021-10-05 Yuqing Kong

This paper is focused on the computational analysis of collective discourse, a collective behavior seen in non-expert content contributions in online social media. We collect and analyze a wide range of real-world collective discourse…

社会与信息网络 · 计算机科学 2012-04-18 Vahed Qazvinian , Dragomir R. Radev

We propose a scalable Bayesian preference learning method for jointly predicting the preferences of individuals as well as the consensus of a crowd from pairwise labels. Peoples' opinions often differ greatly, making it difficult to predict…

机器学习 · 计算机科学 2019-12-13 Edwin Simpson , Iryna Gurevych

There has been significant interest in crowdsourcing and human computation. One subclass of human computation applications are those directed at tasks that involve planning (e.g. travel planning) and scheduling (e.g. conference scheduling).…

人工智能 · 计算机科学 2013-07-31 Kartik Talamadupula , Subbarao Kambhampati

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