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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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Published Paper Details:
ROBUST SYSTEM FOR PATIENT SPECIFIC CLASSIFICATION OF ECG SIGNAL USING PCA AND NEURAL NETWORK.
Authors
Vishwajeeta Patil ,S.N.Patil
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Keywords
ECG, PCA, ANN, TI-DWT
Abstract
In this paper we present the patient specific system proposed for accurate and robust detection of ECG heartbeat pattern. In recent years many works have been proposed for ECG data classification. Detection of any disorder in heart rhythm or any change in morphological pattern which an indication of arrhythmia so finding that change for the treatment of heart patients at the early stage play an vital role . we required an effective diagnostic system as human eyes are poorly suited to detect the morphological variation of ECG signal also it is difficult for doctors to analyze long ECG records in the short period of time .In this proposed system feature extraction for the morphological feature, which are projected onto a lower dimensional feature space using Principal Component Analysis (PCA) and temporal feature from ECG data. Artificial neural network ANNs is used for pattern recognition. ANN is powerful tools for pattern recognition, as it having potential to learning complex and nonlinear surfaces. The ECG pattern classification performance strongly depends on the characterization power of the features extracted from the ECG data and the design of the classifier. Nonstationary ECG signal is effectively analyzed by the TI-DWT due to its time�frequency localization properties. PCA is well-known statistical method that has been used for data compression, data analysis, redundancy and dimensionality reduction, and feature extraction. PCA is the optimal linear transformation in which we ?nds a projection of the input pattern vectors onto a lower dimensional feature space that retains the maximum amount of energy among all possible linear transformations of the pattern space .The proposed classification system can adapt significant interpatient variation in ECG patterns by training the network structure, and thus we achieves higher accuracy over larger datasets.
IJCRT's Publication Details
Unique Identification Number - IJCRT2008054
Paper ID - 197670
Author type - Indian Author
Page Number(s) - 429-435
Pubished in - Volume 8 | Issue 8 | August 2020
DOI (Digital Object Identifier) -
No Of Downloads - 1375
Author Country - 411033, India, Pune, Pune, India, Science & Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
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Vishwajeeta Patil ,S.N.Patil, "ROBUST SYSTEM FOR PATIENT SPECIFIC CLASSIFICATION OF ECG SIGNAL USING PCA AND NEURAL NETWORK.", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.8, Issue 8, pp.429-435, August 2020, Available at :http://www.ijcrt.org/papers/IJCRT2008054.pdf
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