ECG Classification Using Wavelet Packet Entropy and Random Forests

Article Properties
  • Language
    English
  • DOI (url)
  • Publication Date
    2016/08/05
  • Journal
  • Indian UGC (journal)
  • Refrences
    52
  • Citations
    245
  • Taiyong Li
  • Min Zhou
Journal Categories
Science
Astronomy
Astrophysics
Science
Physics
Refrences
Title Journal Journal Categories Citations Publication Date
Support vector machine based arrhythmia classification using reduced features International Journal of Control, Automation and Systems
  • Technology: Mechanical engineering and machinery
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
2005
Weighted SVMs and feature relevance assessment in supervised heart beat classification 2010
An introduction to feature extraction 2006
Feature Extraction, Foundations and Applications 2006
Statistical Learning Theory 1998
Citations
Title Journal Journal Categories Citations Publication Date
Enhanced multi-label cardiology diagnosis with channel-wise recurrent fusion Computers in Biology and Medicine
  • Science: Biology (General)
  • Science: Mathematics: Instruments and machines: Electronic computers. Computer science
  • Medicine: Medicine (General): Medical technology
  • Medicine: Medicine (General): Computer applications to medicine. Medical informatics
  • Science: Biology (General)
  • Science: Mathematics: Instruments and machines: Electronic computers. Computer science
1 2024
ECG arrhythmia detection in an inter-patient setting using Fourier decomposition and machine learning Medical Engineering & Physics
  • Medicine: Medicine (General): Medical technology
  • Medicine: Medicine (General)
2024
Ultra-Efficient Edge Cardiac Disease Detection Towards Real-Time Precision Health IEEE Access
  • Technology: Electrical engineering. Electronics. Nuclear engineering
  • Science: Science (General): Cybernetics: Information theory
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Telecommunication
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
2024
Quantifying Heart Rate Variability Using Multiscale Fuzzy Dispersion Entropy IEEE Access
  • Technology: Electrical engineering. Electronics. Nuclear engineering
  • Science: Science (General): Cybernetics: Information theory
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Telecommunication
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
2024
Dwarf mongoose gannet optimization algorithm-enabled deep neuro-fuzzy network for detection of shockable ventricular cardiac arrhythmias

Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science
  • Technology: Mechanical engineering and machinery
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
2024
Citations Analysis
Category Category Repetition
Science: Mathematics: Instruments and machines: Electronic computers. Computer science70
Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks66
Technology: Engineering (General). Civil engineering (General)60
Medicine: Medicine (General): Medical technology58
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics58
Science: Science (General): Cybernetics: Information theory41
Science: Biology (General)37
Medicine: Medicine (General): Computer applications to medicine. Medical informatics32
Technology: Electrical engineering. Electronics. Nuclear engineering: Telecommunication32
Science: Physics29
Science: Chemistry23
Technology: Mechanical engineering and machinery23
Science: Mathematics: Instruments and machines22
Technology: Chemical technology22
Medicine: Medicine (General)20
Technology: Electrical engineering. Electronics. Nuclear engineering19
Science: Mathematics: Instruments and machines: Electronic computers. Computer science: Computer software17
Science: Chemistry: Analytical chemistry15
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics: Computer engineering. Computer hardware15
Science: Astronomy: Astrophysics12
Science: Mathematics9
Science: Chemistry: General. Including alchemy9
Technology: Technology (General): Industrial engineering. Management engineering9
Technology: Electrical engineering. Electronics. Nuclear engineering: Materials of engineering and construction. Mechanics of materials9
Technology: Technology (General): Industrial engineering. Management engineering: Information technology9
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry9
Science: Science (General)7
Technology: Manufactures: Production management. Operations management7
Science: Chemistry: Organic chemistry: Biochemistry6
Science: Physiology4
Science4
Technology4
Medicine3
Technology: Chemical technology: Biotechnology3
Technology: Environmental technology. Sanitary engineering3
Technology: Photography3
Science: Biology (General): Genetics3
Social Sciences: Industries. Land use. Labor: Special industries and trades: Energy industries. Energy policy. Fuel trade2
Medicine: Internal medicine2
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the circulatory (Cardiovascular) system2
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the respiratory system2
Science: Geology1
Technology: Hydraulic engineering: River, lake, and water-supply engineering (General)1
Science: Biology (General): Ecology1
Agriculture1
Agriculture: Agriculture (General)1
Technology: Home economics: Nutrition. Foods and food supply1
Technology: Engineering (General). Civil engineering (General): Transportation engineering1
Technology: Technology (General): Industrial engineering. Management engineering: Applied mathematics. Quantitative methods1
Medicine: Medicine (General): Medical physics. Medical radiology. Nuclear medicine1
Medicine: Public aspects of medicine1
Social Sciences1
Social Sciences: Social history and conditions. Social problems. Social reform1
Social Sciences: Economic theory. Demography1
Medicine: Internal medicine: Medical emergencies. Critical care. Intensive care. First aid1
Medicine: Internal medicine: Special situations and conditions1
Science: Science (General): Cybernetics1
Technology: Engineering (General). Civil engineering (General): Environmental engineering1
Geography. Anthropology. Recreation: Environmental sciences1
The category Science: Mathematics: Instruments and machines: Electronic computers. Computer science 70 is the most commonly referenced area in studies that cite this article. The first research to cite this article was titled A deep convolutional neural network model to classify heartbeats and was published in 2017. The most recent citation comes from a 2024 study titled An improved method to detect arrhythmia using ensemble learning-based model in multi lead electrocardiogram (ECG). This article reached its peak citation in 2022, with 59 citations. It has been cited in 114 different journals, 28% of which are open access. Among related journals, the IEEE Access cited this research the most, with 19 citations. The chart below illustrates the annual citation trends for this article.
Citations used this article by year