A Unifying Framework for Formal Theories of Novelty

Name: A Unifying Framework for Formal Theories of Novelty
Brand: Springer Nature
SKU: 9783031330537
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Brand

Springer Nature

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GTIN

9783031330537

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New

Product Description

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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