2017
DOI: 10.1007/s40846-017-0238-0
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Differences of Heart Rate Variability Between Happiness and Sadness Emotion States: A Pilot Study

Abstract: Research on emotion states based on physiological signals has attracted more and more attention. However, existing studies mainly focused on the classification accuracy tests based on different machine learning methods, without a comprehensive exploration for the inherent links between physiological features and emotion states. This pilot study aimed to investigate the differences of heart rate variability (HRV) indices between two opposite emotional states: happiness and sadness, to reveal the differences of … Show more

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Cited by 62 publications
(40 citation statements)
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“…While breathing is a peripheral rhythm with a special relationship with the mind, other physiological measures have emotional expression. These include cardiovascular indices, temperature, electrodermal, blood oxygenation, photoplethysmographic, and electromyographic measures (Shi et al, 2017). Although potentially invasive, biomarkers such as cortisol can also provide insight into emotional state (Strahler et al, 2017).…”
Section: Other Responses To Emotionmentioning
confidence: 99%
See 1 more Smart Citation
“…While breathing is a peripheral rhythm with a special relationship with the mind, other physiological measures have emotional expression. These include cardiovascular indices, temperature, electrodermal, blood oxygenation, photoplethysmographic, and electromyographic measures (Shi et al, 2017). Although potentially invasive, biomarkers such as cortisol can also provide insight into emotional state (Strahler et al, 2017).…”
Section: Other Responses To Emotionmentioning
confidence: 99%
“…Heart sounds can even be used in emotion recognition (Xiefeng et al, 2019). Heart rate variability (HRV) is the tiny variations in sinus heartbeats (Shi et al, 2017). Although some have criticized the idea, HRV is widely thought to differentiate a parasympathetic versus a sympathetic state (Balzarotti et al, 2017).…”
Section: Other Responses To Emotionmentioning
confidence: 99%
“…On the other hand, changed HRV, heart rate complexity and baroreflex sensitivity have been described in studies (Koschke et al, 2009; Schulz et al, 2010; Voss et al, 2011), indicating a reduction of vagal function in relation to the central autonomic dysregulation. Specifically, HRV has emerged as a physiological marker for emotional regulation (Shi et al, 2017), psychological well-being (Chalmers et al, 2014), and general cardiovascular health (Kemp and Quintana, 2013). Among the time-domain, frequency-domain and non-linear parameters, entropy is regarded as a valuable tool to quantify the regularity and inherent complexity of physiological time series and can provide important insights for understanding the underlying mechanisms of the cardiovascular and respiration systems (Zhao et al, 2015).…”
Section: Introductionmentioning
confidence: 99%
“…情绪对个体身心健康、主观幸福感有十分重要的影响 (Diener & Tay, 2017;Shi et al, 2017 (Lang et al, 1990(Lang et al, , 1996。相似地,与中性刺激相比,高接近动机的积极刺激使注意范围变窄,而低接 近动机的积极情绪使注意范围拓宽 (Gable & Harmon-Jones, 2008 但是探测不到 T2,出现注意暂时性的脱离,即注意瞬脱 (Raymond et al, 1992;Shapiro et al, 1994Shapiro et al, , 1997 …”
Section: 引言unclassified