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Journal ArticleDOI

The impact of the MIT-BIH Arrhythmia Database

TLDR
The history of the database, its contents, what is learned about database design and construction, and some of the later projects that have been stimulated by both the successes and the limitations of the MIT-BIH Arrhythmia Database are reviewed.
Abstract
The MIT-BIH Arrhythmia Database was the first generally available set of standard test material for evaluation of arrhythmia detectors, and it has been used for that purpose as well as for basic research into cardiac dynamics at about 500 sites worldwide since 1980. It has lived a far longer life than any of its creators ever expected. Together with the American Heart Association Database, it played an interesting role in stimulating manufacturers of arrhythmia analyzers to compete on the basis of objectively measurable performance, and much of the current appreciation of the value of common databases, both for basic research and for medical device development and evaluation, can be attributed to this experience. In this article, we briefly review the history of the database, describe its contents, discuss what we have learned about database design and construction, and take a look at some of the later projects that have been stimulated by both the successes and the limitations of the MIT-BIH Arrhythmia Database.

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Citations
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Journal ArticleDOI

Heart Rate Variability Classification using Support Vector Machine and Genetic Algorithm.

TL;DR: The proposed DWT based classification procedure employing the combination of selected features has shown a promising sensitivity of 97.54% which indicates that this technique is an excellent model for computer-aided diagnosis of cardiac arrhythmias.
Journal ArticleDOI

An Analysis of the Effects of Noisy Electrocardiogram Signal on Heartbeat Detection Performance.

TL;DR: Signals contaminated with noise and artefacts decreased the potential of beat detection in ambulatory signal with the poorest performance noted for ECG signal affected by the EM artefacts.
Journal ArticleDOI

A novel IRBF-RVM model for diagnosis of atrial fibrillation.

TL;DR: A novel IRBF-RVM model that combines the integrated radial basis function (IRBF) and relevance vector machine (RVM) and has faster modeling and recognition speed in comparison with SVM is presented, which lays the foundation for the application of RVM to accurate diagnosis of AF.
Proceedings ArticleDOI

Generalized Dynamic Time Warping: Unleashing the Warping Power Hidden in Point-Wise Distances

TL;DR: This work introduces the first conceptual framework called Generalized Dynamic Time Warping (GDTW) that supports now alignment (warping) of a large array of domain-specific distances in a uniform manner and is the first method that generalizes the ubiquitous DTW and "extends" its warping capabilities to a rich diversity of point-to-point distances.
Proceedings ArticleDOI

An Adaptive Rate ECG Acquisition and Analysis for Efficient Diagnosis of the Cardiovascular Diseases

TL;DR: The proposed system is a potential candidate for an automatic diagnosis of the cardiac diseases and enables to adapt the system processing load according to the signal temporal variations.
References
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Journal ArticleDOI

New method for heart studies.

Norman J. Holter
- 20 Oct 1961 - 
TL;DR: Electrocardiography is proposed to be implemented by the use of long-period, continuous recording of heart potentials with a portable, self-contained instrument together with semiautomatic methods for the rapid analysis of the resulting voluminous data.
Proceedings ArticleDOI

The MIT-BIH Arrhythmia Database on CD-ROM and software for use with it

TL;DR: A compact-disk ROM containing the Massachusetts Institute of Technology (MIT)-Boston's Beth Israel Hospital (BIH) Arrhythmia Database as well as a large number of supplementary recordings assembled for various research projects was produced.
Journal ArticleDOI

PhysioNet: a Web-based resource for the study of physiologic signals

TL;DR: What PhysioNet offers to researchers is discussed, some of the technology needed to support these functions are described, and observations gleaned from the organisation's first year of service are concluded.
Proceedings ArticleDOI

The European ST-T database: development, distribution and use

TL;DR: The European project for the development of an ST-T annotated database originated from the 'Concerted Action' on ambulatory monitoring, set up by the European Community in 1985 and includes more than 200 ST segment and almost 300 T-wave changes.
Proceedings ArticleDOI

A long-term ST database for development and evaluation of ischemia detectors

TL;DR: The authors present the selection criteria for records, an annotation protocol with definitions of transient ST events, interactive graphic tools for manual and automatic annotating, and the annotation procedure.
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