A Unifying Framework for Formal Theories of Novelty  Discussions, Guidelines, and Examples for Artificial Intelligence /  [electronic resource] : 
edited by Terrance Boult, Walter Scheirer. 
 - 1st ed. 2024. 
 - XV, 110 p. 35 illus., 33 illus. in color.  online resource. 
 - Synthesis Lectures on Computer Vision,  2153-1064 .
 - Synthesis Lectures on Computer Vision, .
<br/><br/>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. 
<br/><br/> 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. . 
<br/><br/><label>ISBN: </label>9783031330544 
<br/><br/><label>Standard No.: </label>10.1007/978-3-031-33054-4  doi 
<br/><br/><label>Subjects--Topical Terms: </label><br/><br/><br/>--Digital techniques.<br/><br/><br/><br/><br/><br/><br/><br/><br/>
<br/><br/><label>LC Class. No.: </label>TA1634