3 papers
cs.CV2018
Benchmarks of ResNet Architecture for Atrial Fibrillation Classification
Roman Khudorozhkov, Dmitry Podvyaznikov
In this work we apply variations of ResNet architecture to the task of atrial fibrillation classification. Variations differ in number of filter after first convolution, ResNet blo…
cs.CV2018
A Simple Probabilistic Model for Uncertainty Estimation
Alexander Kuvaev, Roman Khudorozhkov
The article focuses on determining the predictive uncertainty of a model on the example of atrial fibrillation detection problem by a single-lead ECG signal. To this end, the model…
cs.CV2018
Not quite unreasonable effectiveness of machine learning algorithms
Egor Illarionov, Roman Khudorozhkov
State-of-the-art machine learning algorithms demonstrate close to absolute performance in selected challenges. We provide arguments that the reason can be in low variability of the…