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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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Proceedings ArticleDOI

An efficient technique for automated diagnosis of cardiac rhythms using electrocardiogram

TL;DR: Pattern recognition and machine learning-based approach for computer-aided detection of five classes of ECG arrhythmia beats using Discrete Cosine Transform (DCT) coefficients is described, which has intensive applications in early diagnosis, mass screening of cardiac health and in cardiac theoretic devices such as pacemaker systems.

Ecg peak detection using wavelet transform

M. A. Khayer, +1 more
TL;DR: A wavelet-based algorithm is developed to calculate Instantaneous Heart Rate (IHR) and associated parameters of electrocardiogram (ECG) and the time-frequency energy distribution is analyzed to have a better understanding of the control of Autonomic Nervous System (ANS) on HRV.
Proceedings ArticleDOI

Personalizing a Generic ECG Heartbeat Classification for Arrhythmia Detection: A Deep Learning Approach

TL;DR: Results show that the personalization model requires a query of less than 5% of data from each new patient, significantly improves the precision of disease detection from the generic model on each new subject, and reaches nearly 100% accuracy in normal and VEB beat predictions on both databases.
Journal ArticleDOI

VLSI Implementation of an Efficient Lossless EEG Compression Design for Wireless Body Area Network

TL;DR: An effective Very-Large-Scale Integration (VLSI) circuit design of lossless EEG compression circuit is proposed to increase both efficiency and effectivity of EEG signal transmission over WBAN.
Journal ArticleDOI

Reconfigurable Architecture for Multi-lead ECG Signal Compression with High-frequency Noise Reduction

TL;DR: This paper presents a reconfigurable signal processing unit which is implemented in ZedBoard- a development board for Xilinx Zynq −7000 SoC and can work in real-time and achieve a maximum 90% compression rate without any significant signal distortion.
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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