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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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Validation and verification of the task force ® monitor

TL;DR: This work presents a large number of cases of central giant cell granuloma, a common complication of heart attack in women aged between 40 and 60 years old, which has never been seen before in this type of treatment.
Proceedings ArticleDOI

Inter-Patient ECG Classification Using Deep Convolutional Neural Networks

TL;DR: This paper is focusing on inter-patient arrhythmia classification, where separate patient data is used in training and test phase, and the results from the fully automatic feature learning approach are on par with solutions that require manual feature engineering.
Proceedings ArticleDOI

Arrhythmia Detection Using MIT-BIH Dataset: A Review

TL;DR: A survey is carried out over various methods such as SVM, Neural networks, Wavelet transforms, etc focused to perform arrhythmia detection especially using MIT-BIH database.
Journal ArticleDOI

Trends and Focus of Machine Learning Applications for Health Research.

TL;DR: This qualitative study analyzes submissions to a popular machine learning for health workshop to assess the current state of health research, including areas of methodologic and clinical focus, limitations, and underexplored areas.
Journal ArticleDOI

Cardiorespiratory dynamics measured from continuous ECG monitoring improves detection of deterioration in acute care patients: A retrospective cohort study.

TL;DR: Cardiorespiratory dynamics from continuous ECG monitoring detect clinical deterioration in acute care patients and improve performance of conventional models that use only laboratory results and vital signs.
References
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Journal ArticleDOI

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Norman J. Holter
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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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