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6. Automatic Classification of Anomalous ECG Heartbeats from Samples Acquired by Compressed Sensing.

Author

Picariello E, Picariello F, Tudosa I, Rajan S, and De Vito L

Abstract

In this paper, a method for the classification of anomalous heartbeats from compressed ECG signals is proposed. The method operating on signals acquired by compressed sensing is based on a feature extraction stage consisting of the evaluation of the Discrete Cosine Transform (DCT) coefficients of the compressed signal and a classification stage performed by means of a set of k-nearest neighbor ensemble classifiers. The method was preliminarily tested on five classes of anomalous heartbeats, and it achieved a classification accuracy of 99.40%.

Published
2024
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