From Emotion AI to Cognitive AI

IF 15.3
Guoying Zhao, Yante Li, Qianru Xu
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引用次数: 24

Abstract

Survey/review study From Emotion AI to Cognitive AI Guoying Zhao *, Yante Li , and Qianru Xu University of Oulu, Pentti Kaiteran Katu 1, Linnanmaa 90570, Finland * Correspondence: guoying.zhao@oulu.fi     Received: 22 September 2022 Accepted: 28 November 2022 Published: 22 December 2022   Abstract: Cognitive computing is recognized as the next era of computing. In order to make hardware and software systems more human-like, emotion artificial intelligence (AI) and cognitive AI which simulate human intelligence are the core of real AI. The current boom of sentiment analysis and affective computing in computer science gives rise to the rapid development of emotion AI. However, the research of cognitive AI has just started in the past few years. In this visionary paper, we briefly review the current development in emotion AI, introduce the concept of cognitive AI, and propose the envisioned future of cognitive AI, which intends to let computers think, reason, and make decisions in similar ways that humans do. The important aspect of cognitive AI in terms of engagement, regulation, decision making, and discovery are further discussed. Finally, we propose important directions for constructing future cognitive AI, including data and knowledge mining, multi-modal AI explainability, hybrid AI, and potential ethical challenges.
从情感AI到认知AI
赵国英*,李彦特,徐倩如,奥卢大学,Pentti Kaiteran Katu 1, Linnanmaa 90570,芬兰*通讯:guoying.zhao@oulu.fi收稿日期:2022年9月22日接收日期:2022年11月28日发布日期:2022年12月22日摘要:认知计算被认为是计算的下一个时代。为了使硬件和软件系统更像人类,情感人工智能和模拟人类智能的认知人工智能是真正的人工智能的核心。当前计算机科学中情感分析和情感计算的蓬勃发展促进了情感人工智能的快速发展。然而,认知人工智能的研究在过去几年才刚刚起步。在这篇富有远见的论文中,我们简要回顾了情感人工智能的当前发展,介绍了认知人工智能的概念,并提出了认知人工智能的未来设想,即让计算机以与人类相似的方式思考、推理和做出决策。进一步讨论了认知人工智能在参与、监管、决策和发现方面的重要方面。最后,我们提出了构建未来认知人工智能的重要方向,包括数据和知识挖掘、多模态人工智能可解释性、混合人工智能以及潜在的伦理挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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