03469nam a22006015i 4500 978-3-031-33054-4 DE-He213 20251030110810.0 cr nn 008mamaa 230801s2024 sz | s |||| 0|eng d 9783031330544 978-3-031-33054-4 10.1007/978-3-031-33054-4 doi TA1634 UYQV bicssc COM016000 bisacsh UYQV thema A Unifying Framework for Formal Theories of Novelty [electronic resource] : Discussions, Guidelines, and Examples for Artificial Intelligence / edited by Terrance Boult, Walter Scheirer. 1st ed. 2024. Cham : Springer Nature Switzerland : Imprint: Springer, 2024. XV, 110 p. 35 illus., 33 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Synthesis Lectures on Computer Vision, 2153-1064 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. 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. . Computer vision. 65546 Machine learning. 55059 Image processing Digital techniques. 64228 Pattern recognition systems. 65547 Image processing. 65548 Artificial intelligence. 58441 Computer Vision. 65549 Machine Learning. 55059 Computer Imaging, Vision, Pattern Recognition and Graphics. 65550 Automated Pattern Recognition. 65551 Image Processing. 65552 Artificial Intelligence. 58441 Boult, Terrance. editor. edt http://id.loc.gov/vocabulary/relators/edt 65553 Scheirer, Walter. editor. edt http://id.loc.gov/vocabulary/relators/edt 65554 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031330537 Printed edition: 9783031330551 Printed edition: 9783031330568 Synthesis Lectures on Computer Vision, 2153-1064 65555 https://doi.org/10.1007/978-3-031-33054-4 ZDB-2-SXSC 56226 56226