Concepedia

Prediction of mortality from 12-lead electrocardiogram voltage data using a deep neural network

Sushravya Raghunath, Alvaro Ulloa, Linyuan Jing, David P. vanMaanen, Joshua V. Stough, Dustin N. Hartzel, Joseph B. Leader, H. Lester Kirchner, Martin C. Stumpe, Ashraf Hafez,

Nature Medicine · 2020 · 300 citations · 46 references

Concepts

ComputingCardiologyComputer ScienceBiomedical Signal ProcessingElectrophysiologyMachine LearningCardiac Risk AssessmentDeep LearningElectrocardiographyNeural NetworksPredictive Health ModelingRisk Prediction12-Lead ElectrocardiographyDeep Learning For Health MonitoringDeep Learning Risk ModelsHeart Failure Risk PredictionMortality Prediction

References

46

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

Regression Models and Life-Tables

D. R. Cox · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1972 · 39.3K citations · Full text

Public Health, Biostatistics, Hazard Identification +16

Nonparametric Estimation from Incomplete Observations

Edward L. Kaplan, Paul Meier · Journal of the American Statistical Association · 1958 · 39.1K citations

Public Health, Biostatistics, Mathematics +10

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das et al. · 2017 · 21.6K citations

Computing, Computer Science, Computer Vision +16