Heart sounds classification using feature extraction based on wavelet transformation and neural network

被引:0
|
作者
Tayel, Mazhar B. [1 ]
El-Bouridy, Mohamed E. [1 ]
机构
[1] Alexandria Univ, Fac Engn, Dept Elect Engn, Alexandria, Egypt
关键词
batches; feature; variance; wavelet decomposition; classifier;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper, presents a new intelligent diagnosis system using artificial neural network based on feature extraction from the wavelet decomposition of are the recorded heart sound. Batches of artificial neural network used as classifier for heart sounds. The introduced classifier improves the classification result accuracy up to 88%.
引用
收藏
页码:68 / 70
页数:3
相关论文
共 50 条
  • [11] Classification of Heart Sounds Using Convolutional Neural Network
    Li, Fan
    Tang, Hong
    Shang, Shang
    Mathiak, Klaus
    Cong, Fengyu
    APPLIED SCIENCES-BASEL, 2020, 10 (11):
  • [12] ECG Signal Feature Extraction and Classification using Harr Wavelet Transform and Neural Network
    Muthuvel, K.
    Suresh, L. Padma
    Veni, S. H. Krishna
    Kannan, K. Bharathi
    2014 IEEE INTERNATIONAL CONFERENCE ON CIRCUIT, POWER AND COMPUTING TECHNOLOGIES (ICCPCT-2014), 2014, : 1396 - 1399
  • [13] Classification of heart sounds based on the combination of the modified frequency wavelet transform and convolutional neural network
    Chen, Yongchao
    Wei, Shoushui
    Zhang, Yatao
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2020, 58 (09) : 2039 - 2047
  • [14] Classification of heart sounds based on the combination of the modified frequency wavelet transform and convolutional neural network
    Yongchao Chen
    Shoushui Wei
    Yatao Zhang
    Medical & Biological Engineering & Computing, 2020, 58 : 2039 - 2047
  • [15] Feature Extraction and Classification of Odor Using Attention Based Neural Network
    Fukuyama, Kohei
    Matsui, Kenji
    Omatsu, Sigeru
    Rivas, Alberto
    Manuel Corchado, Juan
    DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE, 16TH INTERNATIONAL CONFERENCE, 2020, 1003 : 142 - 149
  • [16] Classification of Sputum Sounds Using Artificial Neural Network and Wavelet Transform
    Shi, Yan
    Wang, Guoliang
    Niu, Jinglong
    Zhang, Qimin
    Cai, Maolin
    Sun, Baoqing
    Wang, Dandan
    Xue, Mei
    Zhang, Xiaohua Douglas
    INTERNATIONAL JOURNAL OF BIOLOGICAL SCIENCES, 2018, 14 (08): : 938 - 945
  • [17] A Novel Feature Extraction Method for Heart Sounds Classification
    Kocyigit, Yucel
    PROCEEDINGS IWBBIO 2014: INTERNATIONAL WORK-CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1 AND 2, 2014, : 34 - 41
  • [18] Classification of heart sounds by using wavelet transform
    Say, Ö
    Dokur, Z
    Ölmez, T
    SECOND JOINT EMBS-BMES CONFERENCE 2002, VOLS 1-3, CONFERENCE PROCEEDINGS: BIOENGINEERING - INTEGRATIVE METHODOLOGIES, NEW TECHNOLOGIES, 2002, : 128 - 129
  • [19] HEART SOUND SIGNAL ANALYSIS AND FEATURE EXTRACTION USING WAVELET TRANSFORMATION
    Wei, L.
    Feng, Y.
    Li, Yang
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2015, 117 : 3 - 3
  • [20] EEG signal classification using wavelet feature extraction and neural networks
    Jahankhani, Pari
    Kodogiannis, Vassilis
    Revett, Kenneth
    IEEE JOHN VINCENT ATANASOFF 2006 INTERNATIONAL SYMPOSIUM ON MODERN COMPUTING, PROCEEDINGS, 2006, : 120 - +