Classification of heart diseases from ECG signals using wavelet transform and kNN classifier

被引：0
|
作者：
Saini, Ridhi [1 ]
Bindal, Namita [1 ]
Bansal, Puneet [1 ]
机构：
[1] Kurukshetra Univ, Univ Inst Engn & Technol, Elect & Commun Engn Dept, Kurukshetra, Haryana, India
来源：
2015 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION & AUTOMATION (ICCCA) | 2015年
关键词：
Classification algorithm; Discrete wavelet transforms; Electrocardiography; Principal component analysis; Statistical analysis;
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：
Heart is the most vital organ which circulates blood along with nutrients and oxygen throughout the body. There are number of reasons which may affect its normal working. In this paper ten heart diseases, as well as normal, have been classified by extracting features from original ECG (electrocardiogram) signals and sixth level wavelet transformed ECG signals. The results have been compared and improved accuracy has been obtained using wavelet transformed signals.
引用
收藏
页码：1208 / +
页数：8
相关论文
共 50 条
  • [1] ECG Classification Using Wavelet Transform and Wavelet Network Classifier
    Patil, Dinesh D.
    Singh, R. P.
    ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY COMPUTATIONS IN ENGINEERING SYSTEMS, ICAIECES 2017, 2018, 668 : 289 - 303
  • [2] An Approach for the Detection and Classification of Tumor Cells from Bone MRI Using Wavelet Transform and KNN Classifier
    Hossain, Eftekhar
    Hossain, Md. Farhad
    Rahaman, Mohammad Anisur
    2018 INTERNATIONAL CONFERENCE ON INNOVATION IN ENGINEERING AND TECHNOLOGY (ICIET), 2018,
  • [3] Detection and Classification of Baseline-Wander Noise in ECG Signals Using Discrete Wavelet Transform and Decision Tree Classifier
    Haider, Syed Irtaza
    Alhussein, Musaed
    ELEKTRONIKA IR ELEKTROTECHNIKA, 2019, 25 (04) : 47 - 57
  • [4] AUTOMATED CHARACTERIZATION OF CARDIOVASCULAR DISEASES USING WAVELET TRANSFORM FEATURES EXTRACTED FROM ECG SIGNALS
    Mohsin, Ahmad
    Faust, Oliver
    JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2019, 19 (01)
  • [5] Noise Cancellation on ECG and Heart Rate Signals Using the Undecimated Wavelet Transform
    Hernandez, Oscar
    Olvera, Edgar
    INTERNATIONAL CONFERENCE ON EHEALTH, TELEMEDICINE, AND SOCIAL MEDICINE: ETELEMED 2009, PROCEEDINGS, 2009, : 145 - 150
  • [6] EEG signal classification using wavelet and fuzzy KNN classifier
    Shweta, N.
    Nagendra, H.
    ADVANCED TRENDS IN MECHANICAL AND AEROSPACE ENGINEERING (ATMA-2019), 2021, 2316
  • [7] Characterization and classification of uterine magnetomyography signals using KNN classifier
    Babu, T. Ananda
    Kumar, P. Rajesh
    2018 CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION ENGINEERING SYSTEMS (SPACES), 2018, : 163 - 166
  • [8] Wavelet Transform for Face Recognition Based on KNN Classifier
    Li, X. F.
    INTERNATIONAL CONFERENCE ON AUTOMATION, MECHANICAL AND ELECTRICAL ENGINEERING (AMEE 2015), 2015, : 10 - 16
  • [9] Using Wavelet Transform for Cardiotocography Signals Classification
    Comert, Zafer
    Kocamaz, Adnan Fatih
    2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2017,
  • [10] Classification of EEG signals using the wavelet transform
    Hazarika, N
    Chen, JZ
    Tsoi, AC
    Sergejew, A
    SIGNAL PROCESSING, 1997, 59 (01) : 61 - 72
12345