PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.
Ary L. Goldberger,Luís A. Nunes Amaral,Leon Glass,Jeffrey M. Hausdorff,Plamen Ch. Ivanov,Roger G. Mark,Joseph E. Mietus,George B. Moody,Chung-Kang Peng,H. Eugene Stanley +9 more
TLDR
The newly inaugurated Research Resource for Complex Physiologic Signals (RRSPS) as mentioned in this paper was created under the auspices of the National Center for Research Resources (NCR Resources).Abstract:
—The newly inaugurated Research Resource for Complex Physiologic Signals, which was created under the auspices of the National Center for Research Resources of the National Institutes of He...read more
Citations
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Journal ArticleDOI
Anomaly detection: A survey
TL;DR: This survey tries to provide a structured and comprehensive overview of the research on anomaly detection by grouping existing techniques into different categories based on the underlying approach adopted by each technique.
Journal ArticleDOI
MIMIC-III, a freely accessible critical care database
Alistair E. W. Johnson,Tom J. Pollard,Lu Shen,Li-wei H. Lehman,Mengling Feng,Mengling Feng,Mohammad M. Ghassemi,Benjamin Moody,Peter Szolovits,Leo Anthony Celi,Leo Anthony Celi,Roger G. Mark,Roger G. Mark +12 more
TL;DR: The Medical Information Mart for Intensive Care (MIMIC-III) as discussed by the authors is a large, single-center database comprising information relating to patients admitted to critical care units at a large tertiary care hospital.
Journal ArticleDOI
Fractal dynamics in physiology: Alterations with disease and aging
Ary L. Goldberger,Luís A. Nunes Amaral,Jeffrey M. Hausdorff,Plamen Ch. Ivanov,C.-K. Peng,H. Eugene Stanley +5 more
TL;DR: Application of fractal analysis may provide new approaches to assessing cardiac risk and forecasting sudden cardiac death, as well as to monitoring the aging process, and similar approaches show promise in assessing other regulatory systems, such as human gait control in health and disease.
Journal ArticleDOI
Cardiologist-Level Arrhythmia Detection and Classification in Ambulatory Electrocardiograms Using a Deep Neural Network
Awni Hannun,Pranav Rajpurkar,Masoumeh Haghpanahi,Geoffrey H. Tison,Codie Bourn,Mintu P. Turakhia,Mintu P. Turakhia,Andrew Y. Ng +7 more
TL;DR: It is demonstrated that an end-to-end deep learning approach can classify a broad range of distinct arrhythmias from single-lead ECGs with high diagnostic performance similar to that of cardiologists.
Journal ArticleDOI
Synchronization and rhythmic processes in physiology
TL;DR: Molecular and physical techniques combined with physiological and medical studies are addressing questions concerning the dynamics of physiological rhythms and are transforming the understanding of the rhythms of life.
References
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Journal ArticleDOI
Quantification of Effects of Global Ischemia on Dynamics of Ventricular Fibrillation in Isolated Rabbit Heart
TL;DR: This study suggests that rotating spiral waves are most likely the underlying mechanism of VF and contribute to its frequency content and similar findings in the TTX protocol suggest that reduced excitability during ischemia is an important underlying mechanism for the changes seen.
Journal ArticleDOI
Electrical restitution, critical mass, and the riddle of fibrillation.
TL;DR: The elusive riddle of ventricular tibrillation
Journal ArticleDOI
Building Working Cells 'in Silico'
TL;DR: A computer scientist and biologist has come up with a scheme for exploring the effects that only emerge when a cell9s many processes interact: a simulation program called E-CELL that can reproduce, in simplified form, a cell 9s biochemical symphony.
Journal ArticleDOI
Multiple-time scales analysis of physiological time series under neural control
Chung-Kang Peng,Jeffrey M. Hausdorff,Shlomo Havlin,Shlomo Havlin,Joseph E. Mietus,H. E. Stanley,Ary L. Goldberger +6 more
TL;DR: It is found that scaling exponents can be used as prognostic indicators and detection of more subtle degradation of scaling properties may provide a novel early warning system in subjects with a variety of pathologies including those at high risk of sudden death.