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Crowdsourcing requesters on Amazon Mechanical Turk (AMT) have raised questions about the reliability of the workers. The AMT workforce is very diverse and it is not possible to make blanket assumptions about them as a group. Some requesters…

计算与语言 · 计算机科学 2021-11-10 Jessica Huynh , Jeffrey Bigham , Maxine Eskenazi

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 platforms such as Amazon Mechanical Turk (MTurk) are important tools for researchers seeking to conduct studies with a broad, global participant base. Despite their popularity and demonstrated utility, we present evidence that…

人机交互 · 计算机科学 2025-11-04 Shengqian Wang , Israt Jahan Jui , Julie Thorpe

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

Microtask crowdsourcing is increasingly critical to the creation of extremely large datasets. As a result, crowd workers spend weeks or months repeating the exact same tasks, making it necessary to understand their behavior over these long…

人机交互 · 计算机科学 2016-11-02 Kenji Hata , Ranjay Krishna , Li Fei-Fei , Michael S. Bernstein

Demonstration is an effective end-user development paradigm for teaching robots how to perform new tasks. In this paper, we posit that demonstration is useful not only as a teaching tool, but also as a way to understand and assist end-user…

人机交互 · 计算机科学 2024-03-22 David Porfirio , Allison Sauppé , Maya Cakmak , Aws Albarghouthi , Bilge Mutlu

Allowing members of the crowd to propose novel microtasks for one another is an effective way to combine the efficiencies of traditional microtask work with the inventiveness and hypothesis generation potential of human workers. However,…

人机交互 · 计算机科学 2020-12-23 Abigail Hotaling , James P. Bagrow

Mobile crowdsourcing refers to systems where the completion of tasks necessarily requires physical movement of crowdworkers in an on-demand workforce. Evidence suggests that in such systems, tasks often get assigned to crowdworkers who…

人工智能 · 计算机科学 2024-01-24 Ralf Bruns , Jeremias Dötterl , Jürgen Dunkel , Sascha Ossowski

In 2013, scholars laid out a framework for a sustainable, ethical future of crowd work, recommending career ladders so that crowd work can lead to career advancement and more economic mobility. Five years later, we consider this vision in…

人机交互 · 计算机科学 2019-02-15 Anna Kasunic , Chun-Wei Chiang , Geoff Kaufman , Saiph Savage

The abundance of predicted and mined but uncertain biological data show huge needs for massive, efficient and scalable curation efforts. The human expertise warranted by any successful curation enterprize is often economically prohibitive…

数据库 · 计算机科学 2016-06-08 Hasan M. Jamil , Fereidoon Sadri

Crowdsourcing employs human workers to solve computer-hard problems, such as data cleaning, entity resolution, and sentiment analysis. When crowdsourcing tabular data, e.g., the attribute values of an entity set, a worker's answers on the…

数据库 · 计算机科学 2017-08-08 Caihua Shan , Nikos Mamoulis , Guoliang Li , Reynold Cheng , Zhipeng Huang , Yudian Zheng

Rank aggregation based on pairwise comparisons over a set of items has a wide range of applications. Although considerable research has been devoted to the development of rank aggregation algorithms, one basic question is how to efficiently…

机器学习 · 统计学 2016-12-22 Xi Chen , Kevin Jiao , Qihang Lin

Similarity comparisons of the form "Is object a more similar to b than to c?" are useful for computer vision and machine learning applications. Unfortunately, an embedding of $n$ points is specified by $n^3$ triplets, making collecting…

计算机视觉与模式识别 · 计算机科学 2014-04-15 Michael J. Wilber , Iljung S. Kwak , Serge J. Belongie

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

Data labeling is a necessary but often slow process that impedes the development of interactive systems for modern data analysis. Despite rising demand for manual data labeling, there is a surprising lack of work addressing its high and…

数据库 · 计算机科学 2015-09-22 Daniel Haas , Jiannan Wang , Eugene Wu , Michael J. Franklin

The main goal of this paper is to discuss how to integrate the possibilities of crowdsourcing platforms with systems supporting workflow to enable the engagement and interaction with business tasks of a wider group of people. Thus, this…

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

As the number of applications that use machine learning algorithms increases, the need for labeled data useful for training such algorithms intensifies. Getting labels typically involves employing humans to do the annotation, which directly…

机器学习 · 计算机科学 2013-07-16 Alexandros Ntoulas , Omar Alonso , Vasilis Kandylas

Hybrid crowd-machine classifiers can achieve superior performance by combining the cost-effectiveness of automatic classification with the accuracy of human judgment. This paper shows how crowd and machines can support each other in…

机器学习 · 计算机科学 2021-01-25 Evgeny Krivosheev , Fabio Casati , Alessandro Bozzon

This paper examines the use of in-store customers as delivery couriers in a centralized crowd-shipping system, targeting the growing need for efficient last-mile delivery in urban areas. We consider a brick-and-mortar retail setting where…

人工智能 · 计算机科学 2025-07-03 Arash Dehghan , Mucahit Cevik , Merve Bodur , Bissan Ghaddar