A Discussions, Guidelines, and Examples for Artificial Intelligence Boult, Terrance. editor. edt http://id.loc.gov/vocabulary/relators/edt Scheirer, Walter. editor. edt http://id.loc.gov/vocabulary/relators/edt SpringerLink (Online service) text sz 2024 1st ed. 2024. monographic eng

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access XV, 110 p. 35 illus., 33 illus. in color. online resource. 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. . A Unifying Framework for Novelty -- Example Application of Framework: CartPole Domain -- Image Classification -- Novelty in Handwriting Recognition -- Visual Media Caption Domain -- Monopoly Multi-Agent Game Domain -- Related Work -- Prior Perspectives on Novelty and Conclusions. edited by Terrance Boult, Walter Scheirer. Computer vision Machine learning Image processing Digital techniques Pattern recognition systems Image processing Artificial intelligence Computer Vision Machine Learning Computer Imaging, Vision, Pattern Recognition and Graphics Automated Pattern Recognition Image Processing Artificial Intelligence TA1634 9783031330544 https://doi.org/10.1007/978-3-031-33054-4 https://doi.org/10.1007/978-3-031-33054-4 230801 20251030110810.0 978-3-031-33054-4