A Unifying Framework for Formal Theories of Novelty (eBook, PDF)
eBook, PDF

A Unifying Framework for Formal Theories of Novelty (eBook, PDF)

Discussions, Guidelines, and Examples for Artificial Intelligence

Redaktion: Boult, Terrance; Scheirer, Walter
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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 t...

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