A Unifying Framework for Formal Theories of Novelty Discussions, Guidelines, and Examples for Artificial Intelligence
Aus der Reihe
Synthesis Lectures on Computer Vision
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- Hardcover
- Taschenbuch
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Form:Einzelkauf Download
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Sprache:Englisch
Fr. 50.90
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Produktdetails
Format
Kopierschutz
Nein
Family Sharing
Nein
Text-to-Speech
Nein
Erscheinungsdatum
01.08.2023
Herausgeber
Terrance Boult + weitereVerlag
SpringerSeitenzahl
110 (Printausgabe)
Dateigröße
3426 KB
Sprache
Englisch
EAN
9783031330544
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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