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Crowdsourcing has become an efficient paradigm for performing large scale tasks. Truth discovery and incentive mechanism are fundamentally important for the crowdsourcing system. Many truth discovery methods and incentive mechanisms for…

计算机科学与博弈论 · 计算机科学 2019-02-12 Lingyun Jiang , Xiaofu Niu , Jia Xu , Dejun Yang , Lijie Xu

In recent years, imitation learning from large-scale human demonstrations has emerged as a promising paradigm for training robot policies. However, the burden of collecting large quantities of human demonstrations is significant in terms of…

机器人学 · 计算机科学 2025-05-22 Suvir Mirchandani , David D. Yuan , Kaylee Burns , Md Sazzad Islam , Tony Z. Zhao , Chelsea Finn , Dorsa Sadigh

Collaborative Mobile Crowdsourcing (CMCS) allows platforms to recruit worker teams to collaboratively execute complex sensing tasks. The efficiency of such collaborations could be influenced by trust relationships among workers. To obtain…

Quality improvement methods are essential to gathering high-quality crowdsourced data, both for research and industry applications. A popular and broadly applicable method is task assignment that dynamically adjusts crowd workflow…

人机交互 · 计算机科学 2021-11-17 Danula Hettiachchi , Vassilis Kostakos , Jorge Goncalves

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

Models of crowdsourcing and human computation often assume that individuals independently carry out small, modular tasks. However, while these models have successfully shown how crowds can accomplish significant objectives, they can…

计算机与社会 · 计算机科学 2023-09-04 David T. Lee , Christos A. Makridis

Distributed, parallel crowd workers can accomplish simple tasks through workflows, but teams of collaborating crowd workers are necessary for complex goals. Unfortunately, a fundamental condition for effective teams - familiarity with other…

人机交互 · 计算机科学 2016-10-27 Niloufar Salehi , Andrew McCabe , Melissa Valentine , Michael Bernstein

Recommender systems are used with the purpose of suggesting contents and resources to the users in a social network. These systems use ranks or tags each user assign to different resources to predict or make suggestions to users. Lately,…

社会与信息网络 · 计算机科学 2021-05-05 Hossein Monshizadeh Naeen , Mehrdad Jalali

Crowdsourcing, a major economic issue, is the fact that the firm outsources internal task to the crowd. It is a form of digital subcontracting for the general public. The evaluation of the participants work quality is a major issue in…

人工智能 · 计算机科学 2017-01-18 Hosna Ouni , Arnaud Martin , Laetitia Gros , Mouloud Kharoune , Zoltan Miklos

Crowdsourcing has emerged as an alternative solution for collecting large scale labels. However, the majority of recruited workers are not domain experts, so their contributed labels could be noisy. In this paper, we propose a two-stage…

统计方法学 · 统计学 2023-09-28 Qi Xu , Yubai Yuan , Junhui Wang , Annie Qu

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

Crowd feedback systems have the potential to support creative workers with feedback from the crowd. In this position paper for the Workshop on Designing Crowd-powered Creativity Support Systems (DC2S2) at CHI '19, we present three…

人机交互 · 计算机科学 2020-04-21 Jonas Oppenlaender , Simo Hosio

Quality control plays a critical role in crowdsourcing. The state-of-the-art work is not suitable for large-scale crowdsourcing applications, since it is a long haul for the requestor to verify task quality or select professional workers in…

计算机科学与博弈论 · 计算机科学 2020-03-27 Kun Li , Shengling Wang , Xiuzhen Cheng , Qin Hu

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

Crowdsourcing is a favorable computing paradigm for processing computer-hard tasks by harnessing human intelligence. However, generic crowdsourcing systems may lead to privacy-leakage through the sharing of worker data. To tackle this…

计算机科学与博弈论 · 计算机科学 2023-02-23 Xiangping Kang , Guoxian Yu , Jun Wang , Wei Guo , Carlotta Domeniconi , Jinglin Zhang

Harnessing human computation for solving complex problems call spawns the issue of finding the unknown competitive group of solvers. In this paper, we propose an approach called Friendlysourcing to build up teams from social network…

社会与信息网络 · 计算机科学 2013-05-30 Iheb Ben Amor , Athman Bougetteya , Mourad Ouziri , Salima Benbernou , Mohamed Nadif

Crowdsourcing is a relatively economic and efficient solution to collect annotations from the crowd through online platforms. Answers collected from workers with different expertise may be noisy and unreliable, and the quality of annotated…

机器学习 · 计算机科学 2020-01-08 Jingzheng Tu , Guoxian Yu , Jun Wang , Carlotta Domeniconi , Xiangliang Zhang

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

Traditional employment usually provides mechanisms for workers to improve their skills to access better opportunities. However, crowd work platforms like Amazon Mechanical Turk (AMT) generally do not support skill development (i.e.,…

人机交互 · 计算机科学 2018-11-14 Chun-Wei Chiang , Anna Kasunic , Saiph Savage

Crowdsourcing is widely used to create data for common natural language understanding tasks. Despite the importance of these datasets for measuring and refining model understanding of language, there has been little focus on the…

计算与语言 · 计算机科学 2021-06-03 Nikita Nangia , Saku Sugawara , Harsh Trivedi , Alex Warstadt , Clara Vania , Samuel R. Bowman