Boult / Scheirer

A Unifying Framework for Formal Theories of Novelty

Discussions, Guidelines, and Examples for Artificial Intelligence

Springer

ISBN 978-3-031-33056-8

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Bibliografische Daten

Fachbuch

Buch. Softcover

2024

2 s/w-Abbildungen, 33 Farbabbildungen.

In englischer Sprache

Umfang: xv, 110 S.

Format (B x L): 16,8 x 24 cm

Verlag: Springer

ISBN: 978-3-031-33056-8

Weiterführende bibliografische Daten

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.

Autorinnen und Autoren

Kundeninformationen

Addresses novelty to enhance building both vision-systems and planning-based systems Establishes formal definitions of novelty subtypes that will help produce a consistent lexicon for researchers Includes examples of applications, including image captioning, multi-agent game domain, and handwriting recognition

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