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相关论文: Electrodermal Activity as a Unimodal Signal for Ae…

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The electrodermal activity (EDA) signal is a sensitive and non-invasive surrogate measure of sympathetic function. Use of EDA has increased in popularity in recent years for such applications as emotion and stress recognition; assessment of…

信号处理 · 电气工程与系统科学 2021-07-19 Md Billal Hossain , Hugo Fernando Posada-Quintero , Youngsun Kong , Riley McNaboe , Ki Chon

This paper presents a novel Electrodermal Activity (EDA) signal acquisition system, designed to address the challenges of stress monitoring in contemporary society, where stress affects one in four individuals. Our system focuses on…

系统与控制 · 电气工程与系统科学 2024-09-11 Ruoyu Zhang , Ruijie Fang , Elahe Hosseini , Chongzhou Fang , Ning Miao , Houman Homayoun

Identifying stress levels can provide valuable data for mental health analytics as well as labels for annotation systems. Although much research has been conducted into stress detection models using heart rate variability at a higher cost…

机器学习 · 计算机科学 2022-03-21 Van-Tu Ninh , Sinéad Smyth , Minh-Triet Tran , Cathal Gurrin

The measurement and analysis of Electrodermal Activity (EDA) offers applications in diverse areas ranging from market research, to seizure detection, to human stress analysis. Unfortunately, the analysis of EDA signals is made difficult by…

机器学习 · 统计学 2017-02-01 Swayambhoo Jain , Urvashi Oswal , Kevin S. Xu , Brian Eriksson , Jarvis Haupt

Electrodermal activity (EDA) reflects changes in skin conductance, which are closely tied to human psychophysiological states. For example, EDA sensors can assess stress, cognitive workload, arousal, or other measures tied to the…

人机交互 · 计算机科学 2024-03-25 Martin Schmitz , Dominik Schön , Henning Klagemann , Thomas Kosch

Foundation models have recently extended beyond natural language and vision to timeseries domains, including physiological signals. However, progress in electrodermal activity (EDA) modeling is hindered by the absence of large-scale,…

We use self-report and electrodermal activity (EDA) wearable sensor data from 77 nights of sleep on six participants to test the efficacy of EDA data for sleep monitoring. We used factor analysis to find latent factors in the EDA data, and…

机器学习 · 计算机科学 2019-03-26 William Romine , Tanvi Banerjee , Garrett Goodman

Social anxiety disorder (SAD) is associated with heightened physiological arousal in social-evaluative contexts, but it remains unclear whether such autonomic reactivity extends to non-evaluative cognitive stressors. This study investigated…

神经元与认知 · 定量生物学 2025-07-23 Arya Adyasha , Anushka Sanjay Shelke , Haroon R Lone

Decomposing Electrodermal Activity (EDA) into phasic (short-term, stimulus-linked responses) and tonic (longer-term baseline) components is essential for extracting meaningful emotional and physiological biomarkers. This study presents a…

Staying hydrated and drinking fluids is extremely crucial to stay healthy and maintaining even basic bodily functions. Studies have shown that dehydration leads to loss of productivity, cognitive impairment and mood in both men and women.…

计算机与社会 · 计算机科学 2020-09-30 Nandan Kulkarni , Christopher Compton , Jooseppi Luna , Mohammad Arif Ul Alam

Wearable physiological signals exhibit strong nonlinear and subject-dependent behavior, challenging traditional linear models. This study provides a unified evaluation of cognitive load, stress, and physical exercise recognition using three…

信号处理 · 电气工程与系统科学 2025-12-09 Khondakar Ashik Shahriar

Electrodermal activity (EDA) is a widely used physiological signal for assessing sympathetic nervous activity, such as arousal, stress, and pain. However, reliable decomposition into tonic and phasic components remains challenging,…

信号处理 · 电气工程与系统科学 2026-04-10 Yongbin Lee , Youngsun Kong , Ki H. Chon

Deep learning's growing prevalence has driven its widespread use in healthcare, where AI and sensor advancements enhance diagnosis, treatment, and monitoring. In mobile health, AI-powered tools enable early diagnosis and continuous…

机器学习 · 计算机科学 2025-02-27 Eric Oliver , Sagnik Dakshit

Stress impacts our physical and mental health as well as our social life. A passive and contactless indoor stress monitoring system can unlock numerous important applications such as workplace productivity assessment, smart homes, and…

人机交互 · 计算机科学 2023-11-30 Yi Xiao , Harshit Sharma , Zhongyang Zhang , Dessa Bergen-Cico , Tauhidur Rahman , Asif Salekin

One of the main benefits of a wrist-worn computer is its ability to collect a variety of physiological data in a minimally intrusive manner. Among these data, electrodermal activity (EDA) is readily collected and provides a window into a…

人机交互 · 计算机科学 2017-07-27 Yuning Zhang , Maysam Haghdan , Kevin S. Xu

Understanding and predicting human emotional and physiological states using wearable sensors has important applications in stress monitoring, mental health assessment, and affective computing. This study presents a novel Multi-Task…

机器学习 · 计算机科学 2025-05-27 Nischal Mandal

Acute psychological stress occurs in a wide range of everyday contexts, including transportation, occupational settings, and physical activity, where its reliable detection could enable adaptive system responses and support human…

人机交互 · 计算机科学 2026-05-18 Esther Bosch

Student engagement plays a vital role in academic success with high engagement often linked to positive educational outcomes. Traditionally, student engagement is measured through self-reports, which are both labour-intensive and not…

人机交互 · 计算机科学 2024-07-22 Soundariya Ananthan , Nan Gao , Flora D. Salim

Anxiety has become a significant health concern affecting mental and physical well-being, with state anxiety, a transient emotional response, linked to adverse cardiovascular and long-term health outcomes. This research explores the…

人机交互 · 计算机科学 2026-02-13 Jadelynn Dao , Ruixiao Liu , Sarah Solomon , Samuel Solomon

Considerable attention has been paid for physiological signal-based emotion recognition in field of affective computing. For the reliability and user friendly acquisition, Electrodermal Activity (EDA) has great advantage in practical…

声音 · 计算机科学 2022-05-16 Guanghao Yin , Shouqian Sun , Dian Yu , Dejian Li , Kejun Zhang
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