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A Unifying Framework for Formal Theories of Novelty (eBook)

Discussions, Guidelines, and Examples for Artificial Intelligence

Terrance Boult, Walter Scheirer (Herausgeber)

eBook Download: PDF

2023 | 1st ed. 2024
XV, 110 Seiten
Springer Nature Switzerland (Verlag)
978-3-031-33054-4 (ISBN)

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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.

Terrance E. Boult, Ph.D., is a Distinguished Professor and El Pomar Endowed Professor of Innovation and Security in the Department of Computer Science at the University of Colorado at Colorado Springs. He is also an IEEE Fellow and an internationally acknowledged researcher in machine learning, computer vision, biometrics, and cybersecurity with 15 patents issued and 400+ articles. Dr. Boult received the B.S. degree in Applied Mathematics, the M.S. degree in Computer Science, and the Ph.D. degree in Computer Science from Columbia University. He has won multiple teaching awards, research/innovation awards, best paper awards, best reviewer awards, and IEEE service awards.

Walter Scheirer, Ph.D., is Dennis O. Doughty Collegiate Associate Professor in the Department of Computer Science and Engineering at the University of Notre Dame. Previously, he was a postdoctoral fellow at Harvard University with affiliations in the School of Engineering and Applied Sciences, Department of Molecular and Cellular Biology, and Center for Brain Science. Dr. Scheirer received his Ph.D. from the University of Colorado and his M.S. and B.A. degrees from Lehigh University. He has extensive experience in the areas of computer vision, machine learning, and image processing. His current research is focused on media forensics and studying disinformation circulating on social media.

Erscheint lt. Verlag	1.8.2023
Reihe/Serie	Synthesis Lectures on Computer Vision
Reihe/Serie	Synthesis Lectures on Computer Vision
Zusatzinfo	XV, 110 p. 35 illus., 33 illus. in color.
Sprache	englisch
Original-Titel	Impossibility Results for Distributed Computing
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Technik ► Elektrotechnik / Energietechnik
Schlagworte	Anomaly Detection • Computer Science • computer vision • Control-based Systems • machine learning • Multi-Agent Game Domain • multi-player games • Novelty detection • Novelty Theories • Open-set Recognition • Open-world Learning • Planning-based Systems • Symbolic-reasoning
ISBN-10	3-031-33054-4 / 3031330544
ISBN-13	978-3-031-33054-4 / 9783031330544

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