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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.
Produkteigenschaften
- Artikelnummer: 9783031330568
- Medium: Buch
- ISBN: 978-3-031-33056-8
- Verlag: Springer Nature Switzerland
- Erscheinungstermin: 03.08.2024
- Sprache(n): Englisch
- Auflage: 2024
- Serie: Synthesis Lectures on Computer Vision
- Produktform: Kartoniert
- Gewicht: 229 g
- Seiten: 110
- Format (B x H x T): 168 x 240 x 8 mm
- Ausgabetyp: Kein, Unbekannt
Themen
- Technische Wissenschaften
- Elektronik | Nachrichtentechnik
- Nachrichten- und Kommunikationstechnik
- Signalverarbeitung
- Technische Wissenschaften
- Elektronik | Nachrichtentechnik
- Nachrichten- und Kommunikationstechnik
- Signalverarbeitung