Antonio J. Jara — accepted AI-conference papers

2023

Priv-Aug-Shap-ECGResNet: Privacy Preserving Shapley-Value Attributed Augmented Resnet for Practical Single-Lead Electrocardiogram Classification

Arijit Ukil, Leandro Marín, Antonio J. Jara

ICASSP 2023accepted

We aim to build an effective automated single-lead Electrocardiogram (ECG) classification system to enable remote and timely screening of critical cardio-vascular diseases like Heart attack. However, the expenses associated with cardiologist-intervened ECG annotation limits the number of training in…

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2021

Blend-Res2net: Blended Representation Space by Transformation of Residual Mapping with Restrained Learning for Time Series Classification

Arijit Ukil, Antonio J. Jara, Leandro Marín

ICASSP 2021accepted

The typical problem like insufficient training instances in time series classification task demands novel deep neural network architecture to warrant consistent and accurate performance. Deep Residual Network (ResNet) learns through ℋ(x) = ℱ(x) + x, where ℱ(x) is a nonlinear function. We propose Ble…

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