预测作家的特征情感智力从复制书法书法
Ruimin Lyu1,2, Wen Sun1, Yongle Cheng1
1Jiangnan University, Wuxi, 214122, China.
Scientific reports
|August 6, 2025
概括
从中国书法中预测特征情感智能 (EI) 是可能的. 分析字符复制的深度学习模型在评估情商时显著超过了人类的判断力.
科学领域:
- 心理学 心理学 心理学
- 计算机科学 计算机科学
- 艺术分析 艺术分析
背景情况:
- 情绪智能 (EI) 与情绪调节有关.
- 中国书法强调了人物和人之间的联系.
- 这种假设是,书法复制可能会揭示一个作家的特征EI.
研究的目的:
- 开发和验证使用书法复制品对特征EI的预测方法.
- 调查与个性特征相关的书法中隐藏的信息.
主要方法:
- 一个硬笔书法复制数据集的构建 (48,826个字符,191名参与者).
- 深度学习 (罗神经网络) 与美学特征的整合.
- 提取深度特征差异,并与手工制作的特征结合用于回归分析.
主要成果:
- 提出的方法实现了高的预测准确度 (MAE:0.463,MSE:0.462,PCC:0.730).
- 人工智能模型的表现明显优于人类评估者 (MAE: 1.006,MSE: 1.740,PCC: 0.145).
- 书法复制品包含关于作家特征EI的可辨别信息.
结论:
- 书法复制品可以用来预测特征情感智力.
- 人工智能驱动的艺术表达分析为心理特征提供了新的见解.
- 这项研究将计算方法与传统艺术形式相结合,用于人格评估.
相关概念视频
Cognitive Theories: Schachter-Singer Theory of Emotion
591
Stanley Schachter and Jerome Singer proposed the two-factor theory of emotion, which emphasizes the interplay between physiological arousal and cognitive labeling in forming emotional experiences. This theory suggests that emotions are not simply a result of physiological responses but rather a combination of these responses and the individual's cognitive interpretation of them.
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
591
Emotional Expression
372
Emotional expression encompasses how individuals convey their emotions through verbal communication and non-verbal cues. These non-verbal actions include facial expressions, body language, and physical gestures, such as frowning or smiling. Among these, facial expressions play a crucial role in emotional expression and are understood universally, indicating a biological basis for how humans communicate emotions.
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
372
Empathy
9.7K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.7K
Multiple Intelligences Theory
8.2K
Howard Gardner's theory of Multiple Intelligence proposes that there are nine distinct types of intelligence, each reflecting different ways of interacting with the world. Introduced in 1983 and expanded in subsequent years, Gardner's framework challenges the traditional notion of a single, generalized intelligence.
8.2K
Labeling Emotion
237
Emotional labeling is a cognitive process that involves identifying and naming one's emotions, such as anger, fear, happiness, or sadness. It allows individuals to recognize and express their internal emotional states, a critical aspect of emotional regulation and communication. Labeling emotions requires more than mere recognition; it also involves drawing upon memory and contextual cues to understand the current situation and apply a corresponding emotional label. For instance, feeling...
237
Facial Feedback Hypothesis
247
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
247


