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[Context] In software engineering research, emphasis is given to sound evaluations of new approaches. While industry surveys or industrial case studies are preferred to evaluate industrial applicability, controlled experiments with student…

软件工程 · 计算机科学 2017-08-17 Marian Daun , Carolin Hübscher , Thorsten Weyer

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

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

软件工程 · 计算机科学 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

The crowdsourcing consists in the externalisation of tasks to a crowd of people remunerated to execute this ones. The crowd, usually diversified, can include users without qualification and/or motivation for the tasks. In this paper we will…

人工智能 · 计算机科学 2018-11-20 Constance Thierry , Jean-Christophe Dubois , Yolande Le Gall , Arnaud Martin

We present CrowdHub, a tool for running systematic evaluations of task designs on top of crowdsourcing platforms. The goal is to support the evaluation process, avoiding potential experimental biases that, according to our empirical…

人机交互 · 计算机科学 2019-09-11 Jorge Ramírez , Simone Degiacomi , Davide Zanella , Marcos Baez , Fabio Casati , Boualem Benatallah

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

Recent studies have shown that the labels collected from crowdworkers can be discriminatory with respect to sensitive attributes such as gender and race. This raises questions about the suitability of using crowdsourced data for further…

人工智能 · 计算机科学 2019-03-04 Naman Goel , Boi Faltings

Conference peer review constitutes a human-computation process whose importance cannot be overstated: not only it identifies the best submissions for acceptance, but, ultimately, it impacts the future of the whole research area by promoting…

人机交互 · 计算机科学 2020-12-01 Ivan Stelmakh , Nihar B. Shah , Aarti Singh , Hal Daumé

Software engineers are responsible for developing, maintaining, and innovating software. To hire software engineers, organizations employ a tech hiring pipeline. This process typically consists of a series of steps to evaluate the extent to…

软件工程 · 计算机科学 2025-04-10 Chris Brown , Swanand Vaishampayan

The growing emphasis on studying equity, diversity, and inclusion within software engineering has amplified the need to explore hidden populations within this field. Exploring hidden populations becomes important to obtain invaluable…

软件工程 · 计算机科学 2024-01-19 Ronnie de Souza Santos , Kiev Gama

Research software -- specialist software used to support or undertake research -- is of huge importance to researchers. It contributes to significant advances in the wider world and requires collaboration between people with diverse skills…

软件工程 · 计算机科学 2021-06-22 Neil P. Chue Hong , Jeremy Cohen , Caroline Jay

Large project overruns and overtime work have been reported in the software industry, resulting in additional expense for companies and personal issues for developers. The present work aims to provide an overview of studies related to time…

软件工程 · 计算机科学 2020-04-23 Miikka Kuutila , Mika Mäntylä , Umar Farooq , Maëlick Claes

Modern decision making tools are based on statistical analysis of abundant data, which is often collected by querying multiple individuals. We consider data collection through crowdsourcing, where independent and self-interested agents,…

计算机科学与博弈论 · 计算机科学 2017-04-19 Boi Faltings , Radu Jurca , Goran Radanovic

An exciting application of crowdsourcing is to use social networks in complex task execution. In this paper, we address the problem of a planner who needs to incentivize agents within a network in order to seek their help in executing an…

计算机科学与博弈论 · 计算机科学 2012-08-09 Swaprava Nath , Pankaj Dayama , Dinesh Garg , Y. Narahari , James Zou

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

Many companies now use crowdsourcing to leverage external (as well as internal) crowds to perform specialized work, and so methods of improving efficiency are critical. Tasks in crowdsourcing systems with specialized work have multiple…

多智能体系统 · 计算机科学 2016-01-19 Avhishek Chatterjee , Michael Borokhovich , Lav R. Varshney , Sriram Vishwanath

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

It is important to collect credible training samples $(x,y)$ for building data-intensive learning systems (e.g., a deep learning system). Asking people to report complex distribution $p(x)$, though theoretically viable, is challenging in…

机器学习 · 计算机科学 2021-02-26 Jiaheng Wei , Zuyue Fu , Yang Liu , Xingyu Li , Zhuoran Yang , Zhaoran Wang

Peer reviews, evaluations, and selections are a fundamental aspect of modern science. Funding bodies the world over employ experts to review and select the best proposals from those submitted for funding. The problem of peer selection,…

计算机科学与博弈论 · 计算机科学 2019-05-01 Haris Aziz , Omer Lev , Nicholas Mattei , Jeffrey S. Rosenschein , Toby Walsh

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