Boult / Scheirer

A Unifying Framework for Formal Theories of Novelty

Discussions, Guidelines, and Examples for Artificial Intelligence

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eBook. PDF

eBook

2023

110 S. XV, 110 p. 35 illus., 33 illus. in color..

In englischer Sprache

Springer International Publishing. ISBN 978-3-031-33054-4

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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