Produktnummer:
18570333df97a14f849d9cfd6a8af415d5
| Themengebiete: | Anomaly Detection Computer Science Computer Vision Machine Learning Multi-player Games Novelty Detection Novelty Theories Open-set Recognition Open-world Learning Symbolic-reasoning |
|---|---|
| Veröffentlichungsdatum: | 02.08.2023 |
| EAN: | 9783031330537 |
| Sprache: | Englisch |
| Seitenzahl: | 110 |
| Produktart: | Gebunden |
| Herausgeber: | Boult, Terrance Scheirer, Walter |
| Verlag: | Springer International Publishing |
| Untertitel: | Discussions, Guidelines, and Examples for Artificial Intelligence |
Produktinformationen "A Unifying Framework for Formal Theories of Novelty"
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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