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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

Autonomous navigation in highly populated areas remains a challenging task for robots because of the difficulty in guaranteeing safe interactions with pedestrians in unstructured situations. In this work, we present a crowd navigation…

机器人学 · 计算机科学 2022-08-04 Diego Paez-Granados , Yujie He , David Gonon , Dan Jia , Bastian Leibe , Kenji Suzuki , Aude Billard

Usability issues can hinder the effective use of software. Therefore, various techniques are deployed to diagnose and mitigate them. However, these techniques are costly and time-consuming, particularly in iterative design and development.…

人机交互 · 计算机科学 2025-04-03 Eduard Kuric , Peter Demcak , Matus Krajcovic , Jan Lang

We compare three popular techniques of rating content: the ubiquitous five star rating, the less used pairwise comparison, and the recently introduced (in crowdsourcing) magnitude estimation approach. Each system has specific advantages and…

信息检索 · 计算机科学 2016-09-05 Alessandro Checco , Gianluca Demartini

Interpreting individual neurons or directions in activation space is an important topic in mechanistic interpretability. Numerous automated interpretability methods have been proposed to generate such explanations, but it remains unclear…

计算机视觉与模式识别 · 计算机科学 2025-12-04 Tuomas Oikarinen , Ge Yan , Akshay Kulkarni , Tsui-Wei Weng

Crowdsourcing can solve problems that current fully automated systems cannot. Its effectiveness depends on the reliability, accuracy, and speed of the crowd workers that drive it. These objectives are frequently at odds with one another.…

人机交互 · 计算机科学 2014-08-29 Walter S. Lasecki , Christopher M. Homan , Jeffrey P. Bigham

While microtask crowdsourcing provides a new way to solve large volumes of small tasks at a much lower price compared with traditional in-house solutions, it suffers from quality problems due to the lack of incentives. On the other hand,…

计算机科学与博弈论 · 计算机科学 2013-05-30 Yang Gao , Yan Chen , K. J. Ray Liu

Modern, state-of-the-art deep learning approaches yield human like performance in numerous object detection and classification tasks. The foundation for their success is the availability of training datasets of substantially high quantity,…

Usability inspection is a well-established technique for identifying interaction issues in software interfaces, thereby contributing to improved product quality. However, it is a costly process that requires time and specialized knowledge…

软件工程 · 计算机科学 2025-10-21 Luis F. G. Campos , Leonardo C. Marques , Walter T. Nakamura

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

- Like consumer electronic products, medical devices are becoming more complicated, with performance doubling every two years. With multiple commands and systems to negotiate, cognitive load can make it difficult for users to execute…

人机交互 · 计算机科学 2018-07-19 Saad Aldoihi , Omar Hammami

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

Crowdsourcing is now widely used to replace judgement by an expert authority with an aggregate evaluation from a number of non-experts, in applications ranging from rating and categorizing online content to evaluation of student assignments…

计算机科学与博弈论 · 计算机科学 2013-03-05 Anirban Dasgupta , Arpita Ghosh

Schema matching is a central challenge for data integration systems. Inspired by the popularity and the success of crowdsourcing platforms, we explore the use of crowdsourcing to reduce the uncertainty of schema matching. Since…

数据库 · 计算机科学 2018-09-12 Chen Jason Zhang , Lei Chen , H. V. Jagadish , Mengchen Zhang , Yongxin Tong

The simulation of the dynamical behavior of pedestrians and crowds in spatial structures is a consolidated research and application context that still presents challenges for researchers in different fields and disciplines. Despite…

多智能体系统 · 计算机科学 2016-08-18 Giuseppe Vizzari , Stefania Bandini

Network operators need to continuosly upgrade their infrastructures in order to keep their customer satisfaction levels high. Crowdsourcing-based approaches are generally adopted, where customers are directly asked to answer surveys about…

网络与互联网体系结构 · 计算机科学 2020-11-02 Andrea Pimpinella , Marianna Repossi , Alessandro Enrico Cesare Redondi

Crowdsourcing works by distributing many small tasks to large numbers of workers, yet the true potential of crowdsourcing lies in workers doing more than performing simple tasks---they can apply their experience and creativity to provide…

社会与信息网络 · 计算机科学 2017-08-16 Thomas C. McAndrew , Elizaveta A. Guseva , James P. Bagrow

Searching for concepts in science and technology is often a difficult task. To facilitate concept search, different types of human-generated metadata have been created to define the content of scientific and technical disclosures.…

信息检索 · 计算机科学 2014-07-01 Richard Absalom , Marcus Luczak-Rosch , Dap Hartmann , Aske Plaat

We study the problem of frequent itemset mining in domains where data is not recorded in a conventional database but only exists in human knowledge. We provide examples of such scenarios, and present a crowdsourcing model for them. The…

数据库 · 计算机科学 2016-07-19 Antoine Amarilli , Yael Amsterdamer , Tova Milo

User studies are central to user experience research, yet recruiting participant is expensive, slow, and limited in diversity. Recent work has explored using Large Language Models as simulated users, but doubts about fidelity have hindered…

人机交互 · 计算机科学 2025-10-20 Siyang Liu , Sahand Sabour , Xiaoyang Wang , Rada Mihalcea