A Unifying Framework for Formal Theories of Novelty(Synthesis Lectures on Computer Vision)

新颖性形式理论的统一框架:人工智能的讨论、指南与例子

人工智能

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作      者
出  版 社
出版时间
2023年08月12日
装      帧
精装
ISBN
9783031330537
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页      码
110
语      种
英文
版      次
1
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图书简介
This book presents the first unified formalization for defining novelty across the span of machine learning, symbolic-reasoning, and control and planning-based systems. Dealing with novelty, things not previously seen by a system, is a critical issue for building vision-systems and general intelligent systems. The book presents examples of using this framework to define and evaluate in multiple domains including image recognition image-based open world learning, hand-writing and author analysis, CartPole Control, Image Captioning, and Monopoly. Chapters are written by well-known contributors to this new and emerging field. In addition, examples are provided from multiple areas, such as machine-learning based control problems, symbolic reasoning, and multi-player games.
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