publication . Book . 1996

Application of Autonomous Neural Networks Systems to Medical Pattern Classification Tasks

Chee, Peng Lim; Harrison, R.F.; Kennedy, R. Lee.;
Open Access English
  • Published: 01 Nov 1996
  • Publisher: Department of Automatic Control and Systems Engineering
  • Country: United Kingdom
Abstract
This paper presents a study of the application of autonomously learning multiple neural network systems to medical pattern classification tasks. In our earlier work, a hybrid neural network architecture has been developed for on-line learning and probability estimation tasks. The network has been shown to be capable of asymptotically achieving the Bayes optimal classification rates, on-line, in a number of benchmark classification experiments. In the context of pattern classification, however, the concept of multiple classifier systems has been proposed to improve the performance of a single classifier. Thus, three decision combination algorithms have been imple...
Subjects
ACM Computing Classification System: ComputingMethodologies_PATTERNRECOGNITION
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