DUX:用户交互和用户情感的数据集

Q1 Social Sciences i-com Pub Date : 2023-08-01 DOI:10.1515/icom-2023-0014
Dominick Leppich, Carina Bieber, Katrin Proschek, Patrick Harms, Ulf Schubert
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引用次数: 0

摘要

用户体验评价越来越重要,情感识别也越来越重要。仅根据用户的交互来识别用户的情绪不会对用户造成干扰,并且可以在许多应用程序中实现。这仍然是一个活跃的研究领域,需要包含用户交互和相应情绪的数据。目前,还没有针对按键、鼠标和触屏动态的情感识别的公共数据集。我们通过专门的用户研究创建了这样一个键盘和鼠标交互的数据集,并将其公开供其他研究人员使用。本文考察了我们的研究设计和创建数据集的过程。我们对50名参与者使用旅行费用报告的测试应用程序进行了研究。我们希望能够检测到主要的负面情绪,因此我们在测试应用程序中添加了情绪触发器。然而,需要进一步的研究来确定用户交互和情绪之间的关系。
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DUX: a dataset of user interactions and user emotions
Abstract User experience evaluation is becoming increasingly important, and so is emotion recognition. Recognizing users’ emotions based on their interactions alone would not be intrusive to users and can be implemented in many applications. This is still an area of active research and requires data containing both the user interactions and the corresponding emotions. Currently, there is no public dataset for emotion recognition from keystroke, mouse and touchscreen dynamics. We have created such a dataset for keyboard and mouse interactions through a dedicated user study and made it publicly available for other researchers. This paper examines our study design and the process of creating the dataset. We conducted the study using a test application for travel expense reports with 50 participants. We want to be able to detect predominantly negative emotions, so we added emotional triggers to our test application. However, further research is needed to determine the relationship between user interactions and emotions.
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来源期刊
i-com
i-com Social Sciences-Communication
CiteScore
3.80
自引率
0.00%
发文量
24
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