A Unifying Framework for Formal Theories of Novelty (Buch)

A Unifying Framework for Formal Theories of Novelty

Buch

Discussions, Guidelines, and Examples for Artificial Intelligence
Herausgeber: Walter Scheirer, Terrance Boult

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Springer Nature Switzerland, 08/2024
Einband: Kartoniert / Broschiert, Paperback
Sprache: Englisch
ISBN-13: 9783031330568
Bestellnummer: 11937159
Umfang: 128 Seiten
Auflage: 2024
Gewicht: 229 g
Maße: 240 x 168 mm
Stärke: 8 mm
Erscheinungstermin: 3.8.2024
Serie: Synthesis Lectures on Computer Vision
Achtung: Artikel ist nicht in deutscher Sprache!

Klappentext

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.