PMID: 8963380Feb 1, 1996Paper

Extracting rules from pruned networks for breast cancer diagnosis

Artificial Intelligence in Medicine
R Setiono

Abstract

A new algorithm for neural network pruning is presented. Using this algorithm, networks with small number of connections and high accuracy rates for breast cancer diagnosis are obtained. We will then describe how rules can be extracted from a pruned network by considering only a finite number of hidden unit activation values. The accuracy of the extracted rules is as high as the accuracy of the pruned network. For the breast cancer diagnosis problem, the concise rules extracted from the network achieve an accuracy rate of more than 95% on the training data set and on the test data set.

References

Dec 1, 1990·Proceedings of the National Academy of Sciences of the United States of America·W H Wolberg, O L Mangasarian
Dec 1, 1993·Artificial Intelligence in Medicine·S Cho, J A Reggia
Jan 1, 1995·IEEE Transactions on Neural Networks·R Setiono, L K Hui
Jan 1, 1990·IEEE Transactions on Neural Networks·E D Karnin

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Citations

Sep 27, 2005·Journal of Medical Systems·Elif Derya Ubeyli
Oct 16, 2009·Journal of Medical Systems·Elif Derya Ubeyli
Jun 19, 2002·Artificial Intelligence in Medicine·Hussein A Abbass
Mar 15, 2003·Artificial Intelligence in Medicine·K C TanT H Lee
Oct 13, 1999·Artificial Intelligence in Medicine·C A Pena-Reyes, M Sipper
Feb 17, 2000·Artificial Intelligence in Medicine·R Setiono
Oct 9, 2002·International Journal of Neural Systems·Marijke F Augusteijn, Kelly A Shaw
Aug 18, 2010·Computerized Medical Imaging and Graphics : the Official Journal of the Computerized Medical Imaging Society·J JiangJ Ren
Jun 23, 2009·Artificial Intelligence in Medicine·Rong-Ho Lin
Mar 10, 2009·Neural Networks : the Official Journal of the International Neural Network Society·Richi Nayak
Nov 30, 2006·IEEE Transactions on Neural Networks·J SimChai Quek
Nov 11, 2010·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Antonis LambrouAlex Gammerman
Apr 3, 2003·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Zhi-Hua Zhou, Yuan Jiang
Jan 5, 2011·Computer Methods and Programs in Biomedicine·Pei-Chann ChangChen-Hao Liu
Sep 29, 2001·Medical Decision Making : an International Journal of the Society for Medical Decision Making·C K Murphy
Mar 15, 2019·Veterinary Pathology·Abdullah AwayshehKurt L Zimmerman
Jun 9, 2020·Journal of Healthcare Engineering·Farrukh KhanMuhammad Hussain
Sep 21, 2019·Cancer Control : Journal of the Moffitt Cancer Center·Flavio S FogliattoPriscila G Brust-Renck
May 14, 2014·Ciência & saúde coletiva·Nicole HolsbachMichel Jose Anzanello

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