Display options
Cite
Ornes C, Sklansky J. A visual neural classifier. IEEE Trans Syst Man Cybern B Cybern. 1998;28(4):620-5doi: 10.1109/3477.704302.
Ornes, C., & Sklansky, J. (1998). A visual neural classifier. IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society, 28(4), 620-5. https://doi.org/10.1109/3477.704302
Ornes, C, and Sklansky, J. "A visual neural classifier." IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society vol. 28,4 (1998): 620-5. doi: https://doi.org/10.1109/3477.704302
Ornes C, Sklansky J. A visual neural classifier. IEEE Trans Syst Man Cybern B Cybern. 1998;28(4):620-5. doi: 10.1109/3477.704302. PMID: 18255982.
Copy Download .nbib Format: NLM
Share it on

IEEE Trans Syst Man Cybern B Cybern. 1998;28(4):620-5. doi: 10.1109/3477.704302.

A visual neural classifier.

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society

C Ornes, J Sklansky

Affiliations

  1. Dept. of Electr. & Comput. Eng., California Univ., Irvine, CA.

PMID: 18255982 DOI: 10.1109/3477.704302

Abstract

A new neural classifier allows visualization of the training set and decision 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 performance to Kohunen's self-organizing map. We show in applications to image segmentation and medical diagnosis that visualization enables a designer to refine the classifier to achieve low error rates and enhances a user's ability to make classifier-assisted decisions.

Publication Types