A Unifying Framework for Formal Theories of Novelty
Discussions, Guidelines, and Examples for Artificial Intelligence
Springer International Publishing
ISBN 978-3-031-33054-4
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Bibliografische Daten
eBook. PDF
2023
XV, 110 p. 35 illus., 33 illus. in color..
In englischer Sprache
Umfang: 110 S.
Verlag: Springer International Publishing
ISBN: 978-3-031-33054-4
Weiterführende bibliografische Daten
Das Werk ist Teil der Reihe: Synthesis Lectures on Computer Vision
Produktbeschreibung
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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