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Author Eklund, P. ♦ Westin, L.K.
Sponsorship Int. Fuzzy Syst. Assoc.
Source IEEE Xplore Digital Library
Content type Text
Publisher Institute of Electrical and Electronics Engineers, Inc. (IEEE)
File Format PDF
Copyright Year ©2001
Language English
Subject Domain (in DDC) Computer science, information & general works ♦ Special computer methods
Subject Keyword Multilayer perceptrons ♦ Biopsy ♦ Testing ♦ Robustness ♦ Diseases ♦ Hemorrhaging ♦ Least squares methods ♦ Prostate cancer ♦ Fetus ♦ Logistics
Abstract We demonstrate how sigmoidal fuzzification affects discriminant capacities. In particular, we study the preprocessing perceptron and compare it with the multilayer perceptron. Case studies are selected from the medical domain, where output performance needs to be related to requirements for high sensitivities. These smaller and more informative networks tend also to be more robust with respect to accuracy with various requirements on sensitivities.
Description Author affiliation: Dept. of Comput. Sci., Umea Univ., Sweden (Eklund, P.)
ISBN 0780370783
Educational Role Student ♦ Teacher
Age Range above 22 year
Educational Use Research ♦ Reading
Education Level UG and PG
Learning Resource Type Article
Publisher Date 2001-07-25
Publisher Place Canada
Rights Holder Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Size (in Bytes) 353.93 kB
Page Count 4
Starting Page 1776
Ending Page 1779

Source: IEEE Xplore Digital Library