Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Experiment Videos

ECG Beat Classification Using Mirrored Gauss Model.

Qunyi Zhou1, Xing Liu, Huilong Duan

  • 1Department of Information Technology and Electronic Engineering, Zhejiang University of Science and Technology, Hangzhou 310012, Zhejiang, China.

Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
|February 7, 2007
PubMed
Summary
This summary is machine-generated.

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

DCBM-Tri: a dual-channel bilinear mapping triplet model for early recognition of acute kidney injury in imbalanced cohorts.

Scientific reports·2026
Same author

Long-text caption generation for surgical image with a concept retrieval augmented large multimodal model.

PloS one·2026
Same author

Evaluation and application of electrocardiographic age model for children.

Scientific reports·2026
Same author

Generalized Few-Shot MM-Former For Surgical Scene Panoptic Segmentation.

Healthcare technology letters·2025
Same author

Correction: A human-LLM collaborative annotation approach for screening articles on precision oncology randomized controlled trials.

BMC medical research methodology·2025
Same author

Using Low-Intensity Focused Ultrasound to Treat Depression and Anxiety Disorders: A Review of Current Evidence.

Brain sciences·2025
Same journal

Highly Articulated Robotic Probe for Minimally Invasive Surgery.

Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference·2010
Same journal

Combined peripheral and cortical neural stimulation in motor neurorehabilitation.

Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference·2008
Same journal

Embedded assessment algorithms within home-based cognitive computer game exercises for elders.

Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference·2008
Same journal

Digital signal processing of the wideband external pulse recorded during cuff deflation: a new way to measure blood pressure.

Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference·2008
Same journal

Immune cells detection of the in vivo rejecting heart in USPIO-enhanced magnetic resonance imaging.

Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference·2008
Same journal

wHospital: a web-based application with digital signature for drugs dispensing management.

Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference·2007
See all related articles

A new Mirrored Gauss Model (MGM) accurately classifies electrocardiogram (ECG) beats, achieving over 93% accuracy for normal and premature ventricular contraction (PVC) beats. This automated method enhances arrhythmia detection.

Area of Science:

  • Biomedical Engineering
  • Medical Informatics
  • Signal Processing

Background:

  • Automated electrocardiogram (ECG) beat classification is crucial for diagnosing cardiac arrhythmias.
  • Existing methods may lack efficiency or accuracy in representing complex ECG morphologies.

Purpose of the Study:

  • To introduce and evaluate a novel Mirrored Gauss Model (MGM) for automated ECG beat classification.
  • To assess the effectiveness of MGM in extracting QRS complex wave features for improved classification.

Main Methods:

  • Developed a novel classification algorithm using the Mirrored Gauss Model (MGM).
  • Applied curve fitting with MGM to represent QRS complex wave morphology.
  • Extracted QRS complex width as a key feature for classification.

Related Experiment Videos

  • Validated the algorithm using the comprehensive MIT-BIH Arrhythmia Database.

    • Main Results:

    • The MGM demonstrated strong morphological representation capabilities for QRS complexes.
    • The algorithm achieved high classification accuracy: 93.93% for normal beats and 93.94% for premature ventricular contraction (PVC) beats.
    • The method proved to be easy, effective, and automatic for ECG beat classification.

    Conclusions:

    • The Mirrored Gauss Model (MGM) is a promising algorithm for automated ECG beat classification.
    • MGM facilitates accurate and efficient extraction of diagnostic features from ECG signals.
    • This approach holds potential for improving automated arrhythmia detection systems.