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相关论文: Exploring Microtask Crowdsourcing as a Means of Fa…

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Worker quality control is a crucial aspect of crowdsourcing systems; typically occupying a large fraction of the time and money invested on crowdsourcing. In this work, we devise techniques to generate confidence intervals for worker error…

数据库 · 计算机科学 2014-11-25 Manas Joglekar , Hector Garcia-Molina , Aditya Parameswaran

We introduce an unsupervised approach to efficiently discover the underlying features in a data set via crowdsourcing. Our queries ask crowd members to articulate a feature common to two out of three displayed examples. In addition we also…

机器学习 · 统计学 2015-04-02 James Y. Zou , Kamalika Chaudhuri , Adam Tauman Kalai

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

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

Crowdsourcing is a common approach to rapidly annotate large volumes of data in machine learning applications. Typically, crowd workers are compensated with a flat rate based on an estimated completion time to meet a target hourly wage.…

人机交互 · 计算机科学 2024-12-03 Gordon Lim , Stefan Larson , Yu Huang , Kevin Leach

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

Crowdsourcing is an easy, cheap, and fast way to perform large scale quality assessment; however, human judgments are often influenced by cognitive biases, which lowers their credibility. In this study, we focus on cognitive biases…

人机交互 · 计算机科学 2024-07-30 Shun Ito , Hisashi Kashima

Our work contributes to aiding requesters in deploying collaborative tasks in crowdsourcing. We initiate the study of recommending deployment strategies for collaborative tasks to requesters that are consistent with deployment parameters…

数据库 · 计算机科学 2020-03-17 Dong Wei , Senjuti Basu Roy , Sihem Amer-Yahia

Clustering can be defined as the process of assembling objects into a number of groups whose elements are similar to each other in some manner. As a technique that is used in many domains, such as face clustering, plant categorization,…

机器学习 · 计算机科学 2022-04-05 Mehmet F. Demirel , Enrico Au-Yeung

Crowdsourcing is rapidly evolving and applied in situations where ideas, labour, opinion or expertise of large groups of people are used. Crowdsourcing is now used in various policy-making initiatives; however, this use has usually focused…

计算机与社会 · 计算机科学 2018-02-12 Araz Taeihagh

Big data have the characteristics of enormous volume, high velocity, diversity, value-sparsity, and uncertainty, which lead the knowledge learning from them full of challenges. With the emergence of crowdsourcing, versatile information can…

机器学习 · 计算机科学 2022-06-22 Jing Zhang

One of the fundamental problems in crowdsourcing is the trade-off between the number of the workers needed for high-accuracy aggregation and the budget to pay. For saving budget, it is important to ensure high quality of the crowd-sourced…

人工智能 · 计算机科学 2020-07-07 Yao-Xiang Ding , Zhi-Hua Zhou

Application partitioning and code offloading are being researched extensively during the past few years. Several frameworks for code offloading have been proposed. However, fewer works attempted to address issues occurred with its…

分布式、并行与集群计算 · 计算机科学 2021-09-21 Nevin Vunka Jungum , Nawaz Mohamudally , Nimal Nissanke

Crowdsourcing has been part of the IR toolbox as a cheap and fast mechanism to obtain labels for system development and evaluation. Successful deployment of crowdsourcing at scale involves adjusting many variables, a very important one…

人工智能 · 计算机科学 2016-05-20 Ittai Abraham , Omar Alonso , Vasilis Kandylas , Rajesh Patel , Steven Shelford , Aleksandrs Slivkins

Cognitive computing systems require human labeled data for evaluation, and often for training. The standard practice used in gathering this data minimizes disagreement between annotators, and we have found this results in data that fails to…

计算与语言 · 计算机科学 2018-09-27 Anca Dumitrache , Lora Aroyo , Chris Welty

Crowdsourcing utilizes the wisdom of crowds for collective classification via information (e.g., labels of an item) provided by labelers. Current crowdsourcing algorithms are mainly unsupervised methods that are unaware of the quality of…

社会与信息网络 · 计算机科学 2016-11-15 Pin-Yu Chen , Chia-Wei Lien , Fu-Jen Chu , Pai-Shun Ting , Shin-Ming Cheng

In this paper we study the trustworthiness of the crowd for crowdsourced software development. Through the study of literature from various domains, we present the risks that impact the trustworthiness in an enterprise context. We survey…

软件工程 · 计算机科学 2018-09-26 Anurag Dwarakanath , Shrikanth N. C. , Kumar Abhinav , Alex Kass

This work-in-progress paper describes a vision, i.e., that of fast and reliable software user experience studies conducted with the help from the crowd. Commonly, user studies are controlled in-lab activities that require the instruction,…

人机交互 · 计算机科学 2016-09-06 Florian Daniel , Pavel Kucherbaev

Detection-based methods have been viewed unfavorably in crowd analysis due to their poor performance in dense crowds. However, we argue that the potential of these methods has been underestimated, as they offer crucial information for crowd…

计算机视觉与模式识别 · 计算机科学 2023-08-31 Shaokai Wu , Fengyu Yang

As the size of the datasets getting larger, accurately annotating such datasets is becoming more impractical due to the expensiveness on both time and economy. Therefore, crowd-sourcing has been widely adopted to alleviate the cost of…

机器学习 · 计算机科学 2024-02-21 Hansong Zhang , Shikun Li , Dan Zeng , Chenggang Yan , Shiming Ge