A VISUAL NEURAL CLASSIFIER

Authors
ORNES C SKLANSKY J
Citation
C. Ornes et J. Sklansky, A VISUAL NEURAL CLASSIFIER, IEEE transactions on systems, man and cybernetics. Part B. Cybernetics, 28(4), 1998, pp. 620-625
Citations number
14
Categorie Soggetti
Computer Science Cybernetics","Robotics & Automatic Control","Computer Science Artificial Intelligence","Computer Science Cybernetics","Robotics & Automatic Control","Computer Science Artificial Intelligence
Journal title
IEEE transactions on systems, man and cybernetics. Part B. Cybernetics → ACNP
ISSN journal
10834419
Volume
28
Issue
4
Year of publication
1998
Pages
620 - 625
Database
ISI
SICI code
1083-4419(1998)28:4<620:>2.0.ZU;2-2
Abstract
A new neural classifier allows visualization of the training set and d ecision regions, providing benefits for both the designer and the user . We demonstrate the visualization capabilities of this visual neural classifier using synthetic data, and compare the visualization perform ance to Kohonen's self organizing map, We show in applications to imag e segmentation and medical diagnosis that visualization enables a desi gner to refine the classifier to achieve low error rates and enhances a user's ability to make classifier-assisted decisions.