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Crowdsourcing platforms emerged as popular venues for purchasing human intelligence at low cost for large volume of tasks. As many low-paid workers are prone to give noisy answers, a common practice is to add redundancy by assigning…

机器学习 · 计算机科学 2018-10-09 Jungseul Ok , Sewoong Oh , Yunhun Jang , Jinwoo Shin , Yung Yi

We consider a distributed multi-user system where individual entities possess observations or perceptions of one another, while the truth is only known to themselves, and they might have an interest in withholding or distorting the truth.…

计算机科学与博弈论 · 计算机科学 2013-06-04 Parinaz Naghizadeh , Mingyan Liu

This paper presents the Sequential Rationality Hypothesis, which argues that consumers are better able to make utility-maximizing decisions when products appear in sequential pairwise comparisons rather than in simultaneous multi-option…

理论经济学 · 经济学 2026-01-23 Dipankar Das

We consider a natural scheduling problem which arises in many distributed computing frameworks. Jobs with diverse resource requirements (e.g. memory requirements) arrive over time and must be served by a cluster of servers, each with a…

网络与互联网体系结构 · 计算机科学 2019-01-21 Konstantinos Psychas , Javad Ghaderi

Ranking a set of samples based on subjectivity, such as the experience quality of streaming video or the happiness of images, has been a typical crowdsourcing task. Numerous studies have employed paired comparison analysis to solve…

人机交互 · 计算机科学 2023-02-24 Ming-Hung Wang , Chia-Yuan Zhang , Jia-Ru Song

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

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

With the rapid development of mobile devices and crowdsourcing platforms, the spatial crowdsourcing has attracted much attention from the database community. Specifically, the spatial crowdsourcing refers to sending location-based requests…

数据库 · 计算机科学 2016-10-27 Peng Cheng , Xiang Lian , Lei Chen , Jinsong Han , Jizhong Zhao

We consider crowdsourcing problems where the users are asked to provide evaluations for items; the user evaluations are then used directly, or aggregated into a consensus value. Lacking an incentive scheme, users have no motive in making…

计算机科学与博弈论 · 计算机科学 2017-05-09 Luca de Alfaro , Marco Faella , Vassilis Polychronopoulos , Michael Shavlovsky

Reading is a pervasive and cognitively demanding activity that underpins modern human culture. It is a prime instance of a class of tasks where eye movements are coordinated for the purpose of comprehension. Existing theories explain either…

人机交互 · 计算机科学 2026-03-09 Yunpeng Bai , Xiaofu Jin , Shengdong Zhao , Antti Oulasvirta

The provision of information can improve individual judgments but also fail to make group decisions more accurate; if individuals choose to attend to the same information in the same manner, the predictive diversity that enables crowd…

综合经济学 · 经济学 2025-12-29 Jon Atwell , Marlon Twyman

Crowdsourcing has been widely used to efficiently obtain labeled datasets for supervised learning from large numbers of human resources at low cost. However, one of the technical challenges in obtaining high-quality results from…

人机交互 · 计算机科学 2023-02-28 Ryosuke Ueda , Koh Takeuchi , Hisashi Kashima

Mobile Crowdsourcing (MCS) is a novel distributed computing paradigm that recruits skilled workers to perform location-dependent tasks. A number of mature incentive mechanisms have been proposed to address the worker recruitment problem in…

社会与信息网络 · 计算机科学 2023-09-01 Jianxiong Guo , Qiufen Ni , Weili Wu , Ding-Zhu Du

Many consumer decisions are repeated choices under uncertainty. Standard models capture these decisions using Bayesian learning and dynamic programming: consumers update beliefs from feedback and use those beliefs to guide future choices.…

机器学习 · 计算机科学 2026-05-19 Mehrzad Khosravi , Max Kleiman-Weiner , Hema Yoganarasimhan

Rationality is often related to optimal decision making. Humans are known to be bounded rational agents. However, recent advances in computing, and other scientific and technical fields along with large amount of data have led to a feeling…

计算机与社会 · 计算机科学 2023-06-21 Dibakar Das

Motivated by the intricacies of allocating treasury funds in blockchain settings, we study the problem of crowdsourcing reviews for many different proposals, in parallel. During the reviewing phase, every reviewer can select the proposals…

计算机科学与博弈论 · 计算机科学 2025-05-09 Georgios Birmpas , Lyudmila Kovalchuk , Philip Lazos , Roman Oliynykov

The spread of online reviews and opinions and its growing influence on people's behavior and decisions, boosted the interest to extract meaningful information from this data deluge. Hence, crowdsourced ratings of products and services…

信息检索 · 计算机科学 2020-04-20 Joao Saude , Guilherme Ramos , Ludovico Boratto , Carlos Caleiro

Our goal is to deploy a high-accuracy system starting with zero training examples. We consider an "on-the-job" setting, where as inputs arrive, we use real-time crowdsourcing to resolve uncertainty where needed and output our prediction…

人工智能 · 计算机科学 2015-12-09 Keenon Werling , Arun Chaganty , Percy Liang , Chris Manning

Recent work has demonstrated the viability of using crowdsourcing as a tool for evaluating the truthfulness of public statements. Under certain conditions such as: (1) having a balanced set of workers with different backgrounds and…

We present reputation-based mechanisms for building reliable task computing systems over the Internet. The most characteristic examples of such systems are the volunteer computing and the crowdsourcing platforms. In both examples end users…

分布式、并行与集群计算 · 计算机科学 2018-03-20 Evgenia Christoforou , Antonio Fernandez Anta , Chryssis Georgiou , Miguel A. Mosteiro , Angel Sanchez