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Recent years have seen a surge in online collaboration between experts and amateurs on scientific research. In this article, we analyse the epistemological implications of these crowdsourced projects, with a focus on Zooniverse, the world's…

应用统计 · 统计学 2016-11-01 David Watson , Luciano Floridi

Crowdsourcing platforms emerged as popular venues for purchasing human intelligence at low cost for large volume of tasks. As many low-paid workers are prone to give noisy answers, a common practice is to add redundancy by assigning…

机器学习 · 计算机科学 2018-10-09 Jungseul Ok , Sewoong Oh , Yunhun Jang , Jinwoo Shin , Yung Yi

Crowdsourcing models applied to work on mobile devices continuously reach new ways of solving sophisticated problems, now with a use of portable advanced devices, where users are not limited to a stationary use. There exists an open problem…

社会与信息网络 · 计算机科学 2015-05-29 Oskar Jarczyk

When surfing the Internet, individuals leak personal and corporate information to third parties whose (legitimate or not) businesses revolve around the value of collected data. The implications are serious, from a person unwillingly…

计算机与社会 · 计算机科学 2015-02-26 Hassan Metwalley , Stefano Traverso , Marco Mellia , Stanislav Miskovic , Mario Baldi

Context: Continuous experimentation and A/B testing is an established industry practice that has been researched for more than 10 years. Our aim is to synthesize the conducted research. Objective: We wanted to find the core constituents of…

软件工程 · 计算机科学 2021-02-18 Florian Auer , Rasmus Ros , Lukas Kaltenbrunner , Per Runeson , Michael Felderer

Data generated by users on digital platforms are a crucial resource for advocates and researchers interested in uncovering digital inequities, auditing algorithms, and understanding human behavior. Yet data access is often restricted. How…

计算机与社会 · 计算机科学 2024-08-09 Alex Berke , Robert Mahari , Sandy Pentland , Kent Larson , Dana Calacci

Traditionally, psychophysical experiments are conducted by repeated measurements on a few well-trained participants under well-controlled conditions, often resulting in, if done properly, high quality data. In recent years, however,…

机器学习 · 计算机科学 2019-07-29 Siavash Haghiri , Patricia Rubisch , Robert Geirhos , Felix Wichmann , Ulrike von Luxburg

The spread of online misinformation poses serious threats to democratic societies. Traditionally, expert fact-checkers verify the truthfulness of information through investigative processes. However, the volume and immediacy of online…

信息检索 · 计算机科学 2025-06-12 Michael Soprano

Samples with ground truth labels may not always be available in numerous domains. While learning from crowdsourcing labels has been explored, existing models can still fail in the presence of sparse, unreliable, or diverging annotations.…

机器学习 · 计算机科学 2021-12-07 Mani Sotoodeh , Li Xiong , Joyce C. Ho

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

Crowdsourcing platforms, such as Stack Overflow, have changed and impacted the software development practice. In these platforms, developers share and reuse their software development and programming experience. Therefore, a plethora of…

软件工程 · 计算机科学 2025-12-09 Rabe Abdalkareem

Recruiting participants for software engineering research has been a primary concern of the human factors community. This is particularly true for quantitative investigations that require a minimum sample size not to be statistically…

软件工程 · 计算机科学 2022-03-29 Daniel Russo

Machine learning systems are increasingly deployed in high-stakes domains, yet they remain vulnerable to bias systematic disparities that disproportionately impact specific demographic groups. Traditional bias detection methods often depend…

机器学习 · 计算机科学 2025-06-16 Chirudeep Tupakula , Rittika Shamsuddin

Evaluating workers is a critical aspect of any crowdsourcing system. In this paper, we devise techniques for evaluating workers by finding confidence intervals on their error rates. Unlike prior work, we focus on "conciseness"---that is,…

数据库 · 计算机科学 2014-11-14 Manas Joglekar , Hector Garcia-Molina , Aditya Parameswaran

Estimation of social influence in networks can be substantially biased in observational studies due to homophily and network correlation in exposure to exogenous events. Randomized experiments, in which the researcher intervenes in the…

社会与信息网络 · 计算机科学 2017-09-28 Sean J. Taylor , Dean Eckles

In recent years, crowdsourcing, aka human aided computation has emerged as an effective platform for solving problems that are considered complex for machines alone. Using human is time-consuming and costly due to monetary compensations.…

数据结构与算法 · 计算机科学 2016-04-08 Arya Mazumdar , Barna Saha

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.…

人机交互 · 计算机科学 2026-05-06 Ka Hei Carrie Lau , Enkelejda Kasneci

Challenges around collecting and processing quality data have hampered progress in data-driven dialogue models. Previous approaches are moving away from costly, resource-intensive lab settings, where collection is slow but where the data is…

计算与语言 · 计算机科学 2020-12-08 José Lopes , Francisco J. Chiyah Garcia , Helen Hastie

Randomized experiments is a key part of product development in the tech industry. It is often necessary to run programs of exclusive experiments, i.e., experiments that cannot be run on the same units during the same time. These programs…

统计方法学 · 统计学 2020-12-21 Mårten Schultzberg , Oskar Kjellin , Johan Rydberg

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