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Crowdsourcing system has emerged as an effective platform for labeling data with relatively low cost by using non-expert workers. Inferring correct labels from multiple noisy answers on data, however, has been a challenging problem, since…

人机交互 · 计算机科学 2023-09-14 Doyeon Kim , Jeonghwan Lee , Hye Won Chung

Multitasking has always been an inherent part of software development and is known as the primary source of interruptions due to task switching in software development teams. Developing software involves a mix of analytical and creative…

软件工程 · 计算机科学 2018-05-16 Zahra Shakeri Hossein Abad , Oliver Karras , Kurt Schneider , Ken Barker , Mike Bauer

Specialized worker profiles of crowdsourcing platforms may contain a large amount of identifying and possibly sensitive personal information (e.g., personal preferences, skills, available slots, available devices) raising strong privacy…

密码学与安全 · 计算机科学 2020-07-13 Joris Duguépéroux , Tristan Allard

Cloud Computing is a paradigm of both parallel processing and distributed computing. It offers computing facilities as a utility service in pay as par use manner. Virtualization, self service provisioning, elasticity and pay per use are the…

分布式、并行与集群计算 · 计算机科学 2016-12-20 Syed Arshad Ali , Mansaf Alam

In this paper, we study a novel spatial crowdsourcing system where the workers' time availabilities and their spatial locations are known a priori. Consequently, the tasks assignment to workers is performed not only based on the current…

社会与信息网络 · 计算机科学 2015-08-03 Faranak Davoodi

In mobile crowdsensing, finding the best match between tasks and users is crucial to ensure both the quality and effectiveness of a crowdsensing system. Existing works usually assume a centralized task assignment by the crowdsensing…

信息检索 · 计算机科学 2018-12-06 Shuo Yang , Zhenzhe Zheng , Shaojie Tang , Fan Wu , Guihai Chen

As numerous machine learning and other algorithms increase in complexity and data requirements, distributed computing becomes necessary to satisfy the growing computational and storage demands, because it enables parallel execution of…

分布式、并行与集群计算 · 计算机科学 2021-12-21 Pei Peng , Emina Soljanin , Philip Whiting

The Dawid-Skene model is the most widely assumed model in the analysis of crowdsourcing algorithms that estimate ground-truth labels from noisy worker responses. In this work, we are motivated by crowdsourcing applications where workers…

机器学习 · 计算机科学 2024-08-13 Saptarshi Mandal , Seo Taek Kong , Dimitrios Katselis , R. Srikant

Crowdsourcing provides a flexible approach for leveraging human intelligence to solve large-scale problems, gaining widespread acceptance in domains like intelligent information processing, social decision-making, and crowd ideation.…

人机交互 · 计算机科学 2024-12-06 Lei Chai , Hailong Sun , Jing Zhang

Task-based runtime systems provide flexible load balancing and portability for parallel scientific applications, but their strong scaling is highly sensitive to task granularity. As parallelism increases, scheduling overhead may transition…

分布式、并行与集群计算 · 计算机科学 2026-02-26 Sana Taghipour Anvari , David Kaeli

Motivation: Bioinformatics is faced with a variety of problems that require human involvement. Tasks like genome annotation, image analysis, knowledge-base construction and protein structure determination all benefit from human input. In…

定量方法 · 定量生物学 2013-07-01 Benjamin M. Good , Andrew I. Su

Online selection problems frequently arise in applications such as crowdsourcing and employee recruitment. Existing research typically focuses on candidates with a single attribute. However, crowdsourcing tasks often require contributions…

理论经济学 · 经济学 2025-04-16 Ming Hu , Yanzhi Li , Tongwen Wu

Trade-offs such as "how much testing is enough" are critical yet challenging project decisions in software engineering. Most existing approaches adopt risk-driven or value-based analysis to prioritize test cases and minimize test runs.…

软件工程 · 计算机科学 2022-01-31 Junjie Wang , Ye Yang , Zhe Yu , Tim Menzies , Qing Wang

Crowdsourcing provides a popular paradigm for data collection at scale. We study the problem of selecting subsets of workers from a given worker pool to maximize the accuracy under a budget constraint. One natural question is whether we…

机器学习 · 统计学 2015-02-04 Hongwei Li , Qiang Liu

It is widely believed that diversity arising from different skills enhances the performance of teams, and in particular, their ability to learn and innovate. However, diversity has also been associated with negative effects on the…

物理与社会 · 物理学 2023-07-03 Fabian Baumann , Agnieszka Czaplicka , Iyad Rahwan

Crowdsourcing platforms enable to propose simple human intelligence tasks to a large number of participants who realise these tasks. The workers often receive a small amount of money or the platforms include some other incentive mechanisms,…

人工智能 · 计算机科学 2016-10-03 Amal Ben Rjab , Mouloud Kharoune , Zoltan Miklos , Arnaud Martin

We study crowdsourcing quality management, that is, given worker responses to a set of tasks, our goal is to jointly estimate the true answers for the tasks, as well as the quality of the workers. Prior work on this problem relies primarily…

其他计算机科学 · 计算机科学 2015-03-03 Akash Das Sarma , Aditya Parameswaran , Jennifer Widom

Crowdsourcing enables one to leverage on the intelligence and wisdom of potentially large groups of individuals toward solving problems. Common problems approached with crowdsourcing are labeling images, translating or transcribing text,…

人机交互 · 计算机科学 2018-01-09 Florian Daniel , Pavel Kucherbaev , Cinzia Cappiello , Boualem Benatallah , Mohammad Allahbakhsh

The problem of allocating tasks to workers is of long standing fundamental importance. Examples of this include the classical problem of assigning computing tasks to nodes in a distributed computing environment, as well as the more recent…

计算机科学与博弈论 · 计算机科学 2017-09-04 Chen Hajaj , Yevgeniy Vorobeychik

In recent years, crowdsourcing is increasingly applied as a means to enhance data quality. Although the crowd generates insightful information especially for complex problems such as entity resolution (ER), the output quality of crowd…

数据库 · 计算机科学 2015-12-03 Anja Gruenheid , Besmira Nushi , Tim Kraska , Wolfgang Gatterbauer , Donald Kossmann