Signal Classification: Comparison of Different Feature Extraction and Machine Learning Algorithms for EMG Signal Classification - Softcover

Yaman, Emine

 
9786200498908: Signal Classification: Comparison of Different Feature Extraction and Machine Learning Algorithms for EMG Signal Classification
Softcover
ISBN 10: 6200498903 ISBN 13: 9786200498908
Verlag: LAP LAMBERT Academic Publishing, 2019

Inhaltsangabe

In this study the EMG data that are collected from 25 subjects were analyzed. Two separate groups of myopathy and ALS patients and a control group are the participants of the research. Both females and males are included in the all groups. We preprocessed the EMG signals and used autoregressive method (AR) and discrete wavelet method (DWT) for feature extraction. Features are applied to various classification algorithms, namely Multilayer perceptron, C 4,5, CART, K-NN, Random forest tree.

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Über die Autorin bzw. den Autor

Emine Yaman received the BS,MS and PhD degree in Medical Informatics and Computer Science from Vienna University of Technology, Austria.Her areas of interests are data mining, biomedical signal processing, artificial intelligence, machine learning. She is voluntarily serving as a technical publication reviewer for many respected scientific journals

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2019
Sprache
Englisch
ISBN 10 
6200498903
ISBN 13 
9786200498908
Einband
Taschenbuch
Anzahl der Seiten
168
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Saarbrücker Vlg. f. Rechtswissensch.
customerservice@vdm-vsg.de

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