Title :
A comparison of MLP and ID3-derived approaches for ECG classification
Author :
Chi, Zheru ; Jabri, Marwan
Author_Institution :
Sch. of Electr. Eng., Sydney Univ., NSW, Australia
Abstract :
Summary form only given. A preprocessing technique was used to deal with time-shift invariance for an MLP (multilayer perceptron), and its classification performance was compared to that of C4 (an ID3-derived approach). The comparison is in terms of generalization capability and sensitivity to noise, and experimental results show a superior performance of MLP techniques for ECG (electrocardiographic) classification
Keywords :
electrocardiography; neural nets; C4; ECG classification; ID3-derived approach; electrocardiography; multilayer perceptron; preprocessing technique; sensitivity to noise; time-shift invariance; Costs; Electrocardiography; Logistics; Neural networks;
Conference_Titel :
Neural Networks, 1991., IJCNN-91-Seattle International Joint Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-0164-1
DOI :
10.1109/IJCNN.1991.155455
