预测情感参与和心理压力从prosodic语音特征预测情感参与和心理压力
Vaishnavi Prakash Yache1, Laura Moradbakhti1, Irene Neuner2
1Digital Mental Health Lab, Psychiatry, Psychotherapy and Psychosomatic, RWTH Aachen, Aachen, Germany.
Frontiers in psychiatry
|October 6, 2025
概括
这项研究表明,语音修饰可以预测情绪弹性和认知负载. 这些发现强调了需要特定语言的模型来准确评估心理状态的必要性.
科学领域:
- 心理学 心理学 心理学
- 语言学的语言学.
- 计算机科学 计算机科学
背景情况:
- 情绪性和认知负载是心理健康的关键.
- 传统的评估方法是侵入性的,缺乏实时洞察力.
- 语音曲为心理评估提供了一个非侵入性的替代方案.
研究的目的:
- 开发使用语音表达的情绪弹性和认知负载的代理措施.
- 为了将语音模式与自我报告的参与,享受,无聊和认知努力相关联.
- 构建机器学习模型,从语音中预测心理状态.
主要方法:
- 利用SEWA数据库进行二次对话记录.
- 提取和规范化体特征 (音调,强度,语音活动).
- 采用回归和分类模型,将语音特征与自我报告相关联.
主要成果:
- 建立了语音修辞和心理状态之间的重要联系.
- 积极的情感参与 (情感性) 和感知精神压力 (认知负载) 可以通过prosody来预测.
- 语言特异性的变化影响了情绪弹性预测,而认知负载预测在英语和德语之间是一致的.
结论:
- 语音修辞提供了一种新的,非侵入性的方法来评估心理状态.
- 量身定制的多语言模型对于准确估计情绪弹性和认知负载至关重要.
- 这些发现对心理健康监测,工作负载分析和人机交互有影响.
相关概念视频
The Influence of Cognition on Affect
187
Cognition plays a pivotal role in shaping emotional experiences, as demonstrated by Schachter and Singer’s two-factor theory of emotion. According to this model, emotion arises from a combination of physiological arousal and cognitive interpretation. The body’s physiological response to stimuli is ambiguous and only gains emotional significance through cognitive labeling. For instance, an increased heart rate and adrenaline surge while standing near an attractive person may be...
187
The Influence of Affect on Cognition
262
Positive affect significantly influences cognitive processes, including evaluation, memory, creativity, and social judgments. Compared to negative affect, positive emotional states promote more favorable interpretations of stimuli, cognitive flexibility, and heuristic processing. These effects highlight emotions' powerful role in shaping how individuals perceive, remember, and interact with the world.Influence on Evaluation and AttributionWhen individuals experience positive affect, they are...
262
Non-Verbal Cues
279
Non-verbal communication extends beyond gestures and facial expressions to include vocal elements known as paralanguage. Paralanguage consists of non-verbal vocal cues such as pitch, loudness, speech rate, pauses, and non-verbal vocalizations like laughter, sighs, and moans. These elements not only accompany speech but also provide critical emotional and contextual information.The Role of Paralanguage in CommunicationParalanguage adds depth to spoken language by conveying emotions and...
279
Role of Affect in Interpersonal Attraction
212
Affect plays a crucial role in shaping interpersonal evaluations and perceptions. Emotions influence how individuals judge and respond to others, often determining whether interactions are viewed positively or negatively. This effect can manifest directly through interactions with the person in question or indirectly via associations with unrelated emotional experiences.Direct Effects of Affect on AttractionAffect directly influences interpersonal attraction when a person’s behavior...
212
Factors Affecting Perception
2.6K
Perception is influenced by perceptual set, context, motivation, and emotion. Perceptual set, or perceptual expectancy, refers to the tendency to perceive things in a particular way, influenced by previous experiences and expectations. This phenomenon affects the interpretation of stimuli, creating a set of mental tendencies and assumptions that impact sensory perceptions of sound, taste, touch, and sight.
An illustrative example of a perceptual set is the scenario where an airline pilot told...
An illustrative example of a perceptual set is the scenario where an airline pilot told...
2.6K


