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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

An iterative framework for sparse signal reconstruction algorithms

TL;DR: A general iterative framework and a novel algorithm which iteratively enhance the performance of any given arbitrary sparse reconstruction algorithm, which shows elegant convergent guarantees and is robust against both signal and measurement perturbations is proposed.
Journal ArticleDOI

Multimodal biometric systems based on different fusion levels of ECG and fingerprint using different classifiers

TL;DR: The overall performance of the proposed multimodal biometric systems is better than that of the unimodal systems based on different classifiers and different fusion levels and rules.
Journal ArticleDOI

Comparison of Low-Complexity Algorithms for Real-Time QRS Detection using Standard ECG Database

TL;DR: A comparison of the whole algorithms for automatic QRS detection, both pre-processing and decision stages, under a standard database (MIT-BIH ECG database of Physionet), either for non-pathological and pathological signals.
Journal ArticleDOI

A robust approach to denoise ECG signals based on fractional Stockwell transform

TL;DR: Simulation results prove superiority of the proposed method over existing denoising methods in terms of Root-Mean-Square Error, Percent Root Mean Square Difference, and improved Signal-to-Noise Ratio values.
Journal ArticleDOI

Premature ventricular contraction detection using swarm-based support vector machine and QRS wave features

TL;DR: A novel strategy for detecting Premature Ventricular Contraction (PVC) using a Swarm-based Support Vector Machine (SSVM), an SVM optimised by using Particle Swarm Optimisation (PSO).
References
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Journal ArticleDOI

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Proceedings ArticleDOI

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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

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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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