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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

LUDB: A New Open-Access Validation Tool for Electrocardiogram Delineation Algorithms

TL;DR: The Lobachevsky University Database (LUDB) as discussed by the authors contains 200 recordings of 10-second 12-lead electrocardiograms from different subjects, representative of a variety of signal morfologies.
Journal ArticleDOI

Dynamic thresholding based efficient QRS complex detection with low computational overhead

TL;DR: A window-based FIR filter is used to eliminate the high-frequency noise and Kurtosis coefficient computation is used for discarding prominent T-wave and this technique located the QRS-complex accurately in the raw ECG signal.
Journal ArticleDOI

A Proof-of-Concept of Ultra-Edge Smart IoT Sensor: A Continuous and Lightweight Arrhythmia Monitoring Approach

TL;DR: In this article, a Deep Learning-based Lightweight Arrhythmia Classification (DL-LAC) method was proposed for arrhythmia detection in ultra-edge IoT sensors.
Book ChapterDOI

An Improved Algorithm for Noise Suppression and Baseline Correction of ECG Signals

TL;DR: Simulation results show significant improvement in baseline correction and noise removal (yielding lower values of error indices and high signal to noise ratios) in comparison to other methods.
Journal Article

TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection

TL;DR: This work thoroughly studied over one hundred papers to identify, collect, process, and systematically format datasets proposed in the past decades to establish a leaderboard of univariate time-series anomaly detection methods, and concludes that TSB-UAD provides a valuable, reproducible, and frequently updated resource.
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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