MDEAW: A Multimodal Dataset for Emotion Analysis through EDA and PPG signals from wireless wearable low-cost off-the-shelf Devices

作者
Arijit Nandi,Fatos Xhafa,Laia Subirats,Santi Fort
出处
期刊:Cornell University - arXiv [Cornell University]
标识
DOI:10.48550/arxiv.2207.06410
摘要

We present MDEAW, a multimodal database consisting of Electrodermal Activity (EDA) and Photoplethysmography (PPG) signals recorded during the exams for the course taught by the teacher at Eurecat Academy, Sabadell, Barcelona in order to elicit the emotional reactions to the students in a classroom scenario. Signals from 10 students were recorded along with the students' self-assessment of their affective state after each stimulus, in terms of 6 basic emotion states. All the signals were captured using portable, wearable, wireless, low-cost, and off-the-shelf equipment that has the potential to allow the use of affective computing methods in everyday applications. A baseline for student-wise affect recognition using EDA and PPG-based features, as well as their fusion, was established through ReMECS, Fed-ReMECS, and Fed-ReMECS-U. These results indicate the prospects of using low-cost devices for affective state recognition applications. The proposed database will be made publicly available in order to allow researchers to achieve a more thorough evaluation of the suitability of these capturing devices for emotion state recognition applications.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
1秒前
明写春诗发布了新的文献求助10
2秒前
赵欣月完成签到,获得积分10
2秒前
2秒前
simongao的应助被Sean采纳,获得10
2秒前
七喜Lemon发布了新的文献求助10
3秒前
molihuakai的应助被鱼仔采纳,获得10
3秒前
3秒前
小贤发布了新的文献求助10
3秒前
Owen的应助被布布采纳,获得30
4秒前
坚强冰枫的应助被果子采纳,获得10
4秒前
4秒前
4秒前
万能图书馆的应助被烂漫念蕾采纳,获得10
5秒前
愉快的鸭发布了新的文献求助10
6秒前
kuikui1100完成签到,获得积分10
6秒前
li完成签到,获得积分0
6秒前
lipl发布了新的文献求助10
6秒前
6秒前
6秒前
刘1111发布了新的文献求助10
7秒前
7秒前
7秒前
GuorillA发布了新的文献求助10
7秒前
YY完成签到,获得积分10
8秒前
沉默南莲发布了新的文献求助10
8秒前
8秒前
科研通AI6.4的应助被的雅采纳,获得10
9秒前
科目三的应助被MHR采纳,获得10
9秒前
乐乐的应助被愉快宛凝采纳,获得10
10秒前
盐酥虾关注了科研通微信公众号
10秒前
mn904yy完成签到,获得积分10
10秒前
12秒前
springlrt的应助被Cillian采纳,获得20
12秒前
zhang完成签到,获得积分10
12秒前
mrli发布了新的文献求助10
12秒前
修好世界发布了新的文献求助10
12秒前
13秒前
Rtian完成签到,获得积分10
13秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Linear Model and Extensions 5000
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 1000
Электротехническая система магнитожидкостной герметизации валов регулируемых электродвигателей 800
Holistic Discourse Analysis, Second Edition by Robert E. Longacre 666
Guidelines for fracture-safe and fatigue-reliable design of steel structures 600
The Basics of Practical Optimization, Second Edition 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 工程类 有机化学 化学工程 生物化学 物理 复合材料 内科学 催化作用 光电子学 人工智能 细胞生物学 无机化学 物理化学 数学
热门帖子
关注 科研通微信公众号,转发送积分 7982047
求助须知:如何正确求助?哪些是违规求助? 9443196
关于积分的说明 21084393
捐赠科研通 7557184
什么是DOI,文献DOI怎么找? 3376091
关于科研通互助平台的介绍 2510447
邀请新用户注册赠送积分活动 2409380