Rule Extraction from neural networks on a medical task
Towsey, Michael W. & Diederich, Joachim (1998) Rule Extraction from neural networks on a medical task. In Downs, T., Frean, M., & Gallagher, M. (Eds.) Preceedings of the Ninth Australian Conference on Neural Networks (ACNN'98), 11-13th February, 1998, QUT, Brisbane, AUstralia.
We present results for rule extraction from a neural network using the RULEX algorithm. Performance is compared to C4.5 and to an MLP. The task is to classify electroencehalogram (EEG) waveforms according to presence or not of an artefact. The RULEX algorithm yielded just one rule which outperformed both C4.5 and the MLP. Methods are described to estimate limiting performance of any classifier whatsoever on the EEG data set. This provides an independent benchmark to assess RULEX.
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|Item Type:||Conference Paper|
|Additional Information:||For more information, please contact the author: firstname.lastname@example.org|
|Keywords:||Rule Extraction, neural networks|
|Subjects:||Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > ARTIFICIAL INTELLIGENCE AND IMAGE PROCESSING (080100) > Neural Evolutionary and Fuzzy Computation (080108)|
|Divisions:||Past > QUT Faculties & Divisions > Faculty of Science and Technology|
|Deposited On:||15 May 2007|
|Last Modified:||10 Aug 2011 13:51|
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