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A Unifying Framework for Formal Theories of Novelty

Discussions, Guidelines, and Examples for Artificial Intelligence

Paperback Engels 2024 9783031330568
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Samenvatting

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.  

                

Specificaties

ISBN13:9783031330568
Taal:Engels
Bindwijze:paperback
Uitgever:Springer Nature Switzerland

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Inhoudsopgave

A Unifying Framework for Novelty.- Example Application of Framework: CartPole Domain.- Image Classification.- Novelty in Handwriting Recognition.- Visual Media Caption Domain.- Monopoly Multi-Agent Game Domain.- Related Work.- Prior Perspectives on Novelty and Conclusions.<p></p>

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        A Unifying Framework for Formal Theories of Novelty