Scinovex
articleTop 1% cited

Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks

IEEE Transactions on Biomedical Engineering · 2015 · Vol. 63(3) · pp. 664–675
Serkan KıranyazTürker İnceMoncef Gabbouj

Abstract

Due to its simple and parameter invariant nature, the proposed system is highly generic, and, thus, applicable to any ECG dataset.

ECG Monitoring and AnalysisEEG and Brain-Computer InterfacesNon-Invasive Vital Sign MonitoringComputer scienceConvolutional neural networkArtificial intelligenceFeature extractionPattern recognition (psychology)Feature (linguistics)Remote patient monitoringBenchmark (surveying)Deep learning

MeSH terms

AlgorithmsElectrocardiographyHumansSignal Processing, Computer-AssistedDatabases, FactualNeural Networks, ComputerPrecision Medicine
Citations
1,797
FWCI
33.36
field-weighted impact
References
28
Percentile
100%
vs. same field & year
Citations per year
References
Receptive fields of single neurones in the cat's striate cortex
The Journal of Physiology · 1959 · 4,644 citations
Automatic Classification of Heartbeats Using ECG Morphology and Heartbeat Interval Features
IEEE Transactions on Biomedical Engineering · 2004 · 1,636 citations
ECG beat detection using filter banks
IEEE Transactions on Biomedical Engineering · 1999 · 734 citations
A patient-adaptable ECG beat classifier using a mixture of experts approach
IEEE Transactions on Biomedical Engineering · 1997 · 609 citations
Deep, Big, Simple Neural Nets for Handwritten Digit Recognition
Neural Computation · 2010 · 1,058 citations
A Real-Time QRS Detection Algorithm
IEEE Transactions on Biomedical Engineering · 1985 · 7,635 citations
Detection of ECG characteristic points using wavelet transforms
IEEE Transactions on Biomedical Engineering · 1995 · 1,595 citations
ImageNet classification with deep convolutional neural networks
Communications of the ACM · 2017 · 75,550 citations
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.

Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks · Scinovex