A Unifying Framework for Formal Theories of Novelty - 9783031330568

A Unifying Framework for Formal Theories of NoveltyDiscussions, Guidelines, and Examples for Artificial Intelligence\nAuthor(s): Terrance Boult, Walter Scheirer\nFormat: Paperback\nPublisher: Springer International Publishing AG, Switzerland\nImprint: Springer International Publishing AG\nISBN-13: 9783031330568, 978-3031330568\nSynopsis\nThis 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 bookpresents 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 pr.