情感人工智能的伦理:一种混合方法分析
1College and Graduate School of Asia Pacific Studies, Ritsumeikan Asia Pacific University, Beppu City, Japan.
Asian bioethics review
|October 9, 2023
概括
用于情感识别的人工智能 (AI) 存在偏见和歧视的风险. 虽然学生们看到了情感AI的潜力,但意识到分析人类情感的伦理陷至关重要.
科学领域:
- 心理学和计算机科学 心理学和计算机科学
- 人与计算机的交互
- 人工智能伦理学
背景情况:
- 情绪显著影响人类的互动,决策和行动.
- 人工智能 (AI) 正在开发,以解释人类的情绪和预测行为.
- 即使使用人工智能,准确地测量和评估情绪仍然是一个重大挑战.
研究的目的:
- 在大学生中检查情感变量和对情感AI的看法.
- 调查使用人工智能用于情绪识别的伦理影响.
- 分析从情感计算中产生的潜在偏见和歧视.
主要方法:
- 对日本一所国际大学的大学生调查数据的定量和定性分析.
- 调查包括多选项和开放式关于情感AI的论文问题.
- 参与者代表了各种亚洲国籍,包括日本,印度尼西亚,韩国,中国,泰国和越南.
主要成果:
- 对个体分类的情感计算和数据相关性可以产生伦理上可疑的结果,可能会增加偏见和歧视.
- 定量分析强调了与人工智能驱动的情感识别相关的风险.
- 对学生论文的定性分析揭示了对情感AI应用的乐观前景.
结论:
- 这项研究强调了人工智能在情感识别方面的伦理风险,特别是关于偏见和歧视的问题.
- 尽管存在潜在的陷,但学生们对情感AI未来的应用表示乐观.
- 提高对情感AI道德挑战的认识,对于负责任的开发和部署至关重要.
更多相关视频
06:37Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention
Published on: December 15, 2023
3.8K
07:12Protocol for Data Collection and Analysis Applied to Automated Facial Expression Analysis Technology and Temporal Analysis for Sensory Evaluation
Published on: August 26, 2016
9.5K
相关概念视频
Empathy
9.6K
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.
9.6K
Cognitive Theories: Schachter-Singer Theory of Emotion
436
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...
436
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
Cognitive Theories: Lazarus Mediational Theory of Emotion
909
Richard Lazarus' cognitive mediational theory highlights the pivotal role of cognitive appraisal in shaping emotional responses. According to this theory, the evaluation of a stimulus — based on personal values, goals, beliefs, and expectations — mediates the emotional response. This appraisal process is immediate and often occurs unconsciously, influencing the intensity and nature of the resulting emotion.
Cognitive Appraisal and Emotional Response
Lazarus proposed that...
Cognitive Appraisal and Emotional Response
Lazarus proposed that...
909
Ethics in Research
23.0K
Today, scientists agree that good research is ethical in nature and is guided by a basic respect for human dignity and safety. However, this has not always been the case. Modern researchers must demonstrate that the research they perform is ethically sound.
23.0K
Reason and Intuition
6.5K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.5K
