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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

Dense Convolutional Networks With Focal Loss and Image Generation for Electrocardiogram Classification

TL;DR: To handle the data imbalance problem characterizing the ECG data, the focal loss (FL) that is based on the idea of reshaping the standard cross-entropy loss such that it reduces the loss assigned to well-classified ECG beats is proposed.
Journal ArticleDOI

Decision Boundary-Based Anomaly Detection Model Using Improved AnoGAN From ECG Data

TL;DR: This study proposes the decision boundary-based Anomaly detection model using improved AnoGAN from ECG data that has better goodness-of-fit than AnOGAN and is evaluated on the basis of AUC and F-measure.
Journal Article

Effective ECG beat classification using higher order statistic features and genetic feature selection

TL;DR: The results demonstrated that the proposed approach had the ability to distinguish ECG arrhythmias with acceptable classification accuracy and can be used to support the cardiologist in the detection of cardiac disorders.
Journal ArticleDOI

Analysis of Pan-Tompkins Algorithm Performance with Noisy ECG Signals

TL;DR: In this paper, the performance of the Pan-Tompkins algorithm was analyzed in extracting the QRS complex from standard ECG data that includes noise-stressed ECG signals.
Journal ArticleDOI

Fog-Computing-Based Heartbeat Detection and Arrhythmia Classification Using Machine Learning

TL;DR: A supervised-learning approach is used to detect heartbeats and classify arrhythmias using a window-based feature definition that is suitable for execution within an asymmetric multicore embedded processor that provides a dedicated core for hardware assisted pattern matching.
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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