In the early stages of the design process, designers explore opportunities by discovering unmet needs and developing innovative concepts as potential solutions. From a human-centered design perspective, designers must develop empathy with people to truly understand their needs. However, developing empathy is a complex and subjective process that relies heavily on the designer's empathetic capability. Therefore, the development of empathetic understanding is intuitive, and the discovery of underlying needs is often serendipitous. This paper aims to provide insights from artificial intelligence research to indicate the future direction of AI-driven human-centered design, taking into account the essential role of empathy. Specifically, we conduct an interdisciplinary investigation of research areas such as data-driven user studies, empathetic understanding development, and artificial empathy. Based on this foundation, we discuss the role that artificial empathy can play in human-centered design and propose an artificial empathy framework for human-centered design. Building on the mechanisms behind empathy and insights from empathetic design research, the framework aims to break down the rather complex and subjective concept of empathy into components and modules that can potentially be modeled computationally. Furthermore, we discuss the expected benefits of developing such systems and identify current research gaps to encourage future research efforts.
翻译:在设计过程的早期阶段,设计师通过发现未满足的需求和开发潜在的解决方案来探索机会。从人性化设计的角度来看,设计师必须与人类建立起同理心,以真正理解他们的需求。然而,发展同理心是一个复杂而主观的过程,很大程度上依赖于设计师的同理心能力。因此,开发同理心的理解是直觉的,而发现潜在的需求通常是偶然的。本文旨在提供来自人工智能研究领域的洞察,以指出以同理心为基础的人性化设计领域的未来方向。具体而言,我们进行了跨学科的研究,包括数据驱动的用户研究、同理心理解的发展和人工同理心等研究领域。基于这个基础,我们讨论了人工同理心在人性化设计中可以发挥的作用,并提出了一个面向人性化设计的人工同理心框架。该框架旨在将同理心这一复杂而主观的概念分解为组件和模块,以便进行计算模型。此外,我们讨论了开发这种系统的预期好处,并确定了当前研究中存在的研究差距,以鼓励未来的研究工作。