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ECG Prediction Based on Classification via Neural Networks and Linguistic Fuzzy Logic Forecaster
Joint Authors
Volna, Eva
Kotyrba, Martin
Habiballa, Hashim
Source
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-06-29
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
The paper deals with ECG prediction based on neural networks classification of different types of time courses of ECG signals.
The main objective is to recognise normal cycles and arrhythmias and perform further diagnosis.
We proposed two detection systems that have been created with usage of neural networks.
The experimental part makes it possible to load ECG signals, preprocess them, and classify them into given classes.
Outputs from the classifiers carry a predictive character.
All experimental results from both of the proposed classifiers are mutually compared in the conclusion.
We also experimented with the new method of time series transparent prediction based on fuzzy transform with linguistic IF-THEN rules.
Preliminary results show interesting results based on the unique capability of this approach bringing natural language interpretation of particular prediction, that is, the properties of time series.
American Psychological Association (APA)
Volna, Eva& Kotyrba, Martin& Habiballa, Hashim. 2015. ECG Prediction Based on Classification via Neural Networks and Linguistic Fuzzy Logic Forecaster. The Scientific World Journal،Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1078560
Modern Language Association (MLA)
Volna, Eva…[et al.]. ECG Prediction Based on Classification via Neural Networks and Linguistic Fuzzy Logic Forecaster. The Scientific World Journal No. 2015 (2015), pp.1-10.
https://search.emarefa.net/detail/BIM-1078560
American Medical Association (AMA)
Volna, Eva& Kotyrba, Martin& Habiballa, Hashim. ECG Prediction Based on Classification via Neural Networks and Linguistic Fuzzy Logic Forecaster. The Scientific World Journal. 2015. Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1078560
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1078560