将认知和情感智能交织到数字人工制品中:一种基础设施方法

M. Pathak, B. Verma, Ravindra Patel
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引用次数: 3

摘要

设计和开发数字技术系统及其交互界面,使其更好地与人类特征相结合,是一个活跃的研究热点。探索促进具有情感和认知智能的机器和理解用户的领域越来越吸引了从事人机交互领域研究的人们的兴趣。如果数字系统的交互界面丰富了类似人类的特征,并且能够理解用户的情感状态(个性、情绪和情绪),并在交互过程中做出相应的反应,那么这些智能人机界面肯定会更加自然、愉快、友好和可信。关键的挑战是确定最合适的技术和模型,以生成这些未来和谐的智能情感界面和服务,这些界面和服务可能与当前的GUI对应物大不相同。本文提出了一种机器首先实现用户情感空间,然后创造自己的认知和情感空间,以适当和和谐地响应用户的基础结构方法。本文提出了识别/确定用户个性(通过AN-ECHO模型)、情绪(通过面部表情识别方法)和情绪(通过计算模型)的方法和模型。该方法利用人格特征和用户特征分析方法来了解用户的兴趣、偏好、特征、期望等,从而结合认知智能。这样,该方法便于机器评估用户的个性、情绪和情绪,从而向用户表达个性化和适应性的行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intertwining cognitive and affective intelligence into digital artifacts: An infrastructural approach
Designing and developing digital technological systems and their interactive interfaces as better companion with hominine characteristics is an active research hot-spot. Exploring the domain of facilitating machines with affective and cognitive intelligence and understanding the users is increasingly attracting the interest of researchers who are working in the field of human-computer interaction. If the interactive interfaces of digital system are enriched with human-like characteristics and such systems have an understanding of user's affective state (personality, mood and emotions) along with the ability to respond accordingly during interaction then definitely these intelligent hominine interfaces will be more natural, enjoyable, friendly and believable. The key challenge is to determine most appropriate techniques and models for generating these futuristic harmonious intelligent affective interfaces and services which may be quite different from their present GUI counterparts. This paper presents an infrastructural approach for machines to first realize the user's affective space and then creating its own cognitive and affective space to respond appropriately and harmoniously to the user. The proposed work suggests the methods and models to identify/determine user's personality (through AN-ECHO model), emotions (through facial expression recognition method) and mood (through computational model). The proposed approach uses personality along with user-profiling method to understand user's interests, preferences, characteristics, expectations etc. in order to incorporate cognitive intelligence. In this way, the proposed approach facilitates the machine to assess personality, mood and emotions of the user to express personalized and adaptive behavior to the user.
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