A Unifying Framework for Formal Theories of Novelty

A Unifying Framework for Formal Theories of Novelty
Author :
Publisher : Springer Nature
Total Pages : 119
Release :
ISBN-10 : 9783031330544
ISBN-13 : 3031330544
Rating : 4/5 (544 Downloads)

Book Synopsis A Unifying Framework for Formal Theories of Novelty by : Terrance Boult

Download or read book A Unifying Framework for Formal Theories of Novelty written by Terrance Boult and published by Springer Nature. This book was released on 2023-08-01 with total page 119 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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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