A Unifying Framework for Formal Theories of Novelty
ISBN: 978-30-313-3055-1
Format: 17.0x24.4cm
Liczba stron: 128
Oprawa: Miękka
Wydanie: 2023 r.
Język: angielski
Dostępność: dostępny
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. <div><br></div><div><br></div><div><br></div><br> <p></p><div> </div>