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Classification and Feature Extraction

Classification and Feature Extraction
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Copyright: 2018
Pages: 19
Source title: Electrocardiogram Signal Classification and Machine Learning: Emerging Research and Opportunities
Source Author(s)/Editor(s): Sara Moein (Mount Sinai School of Medicine, USA)
DOI: 10.4018/978-1-5225-5580-3.ch009

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Abstract

In this chapter, the proposed optimization algorithm, kinetic gas molecule optimization (KGMO), that is based on swarm behaviour of gas molecules is applied to train a feedforward neural network for classification of ECG signals. Five types of ECG signals are used in this work including normal, supraventricular, brunch bundle block, anterior myocardial infarction (Anterior MI), and interior myocardial infarction (Interior MI). The classification performance of the proposed KGMO neural network (KGMONN) was evaluated on the Physiobank database and compared against conventional algorithms.

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