11 citations · 11 across the 2 of their papers we have counts for
3 papers
SAVEHR: Self Attention Vector Representations for EHR based Personalized Chronic Disease Onset Prediction and Interpretability
Sunil Mallya, Marc Overhage, Sravan Bodapati +2
Chronic disease progression is emerging as an important area of investment for healthcare providers. As the quantity and richness of available clinical data continue to increase al…
Effectiveness of LSTMs in Predicting Congestive Heart Failure Onset
Sunil Mallya, Marc Overhage, Navneet Srivastava +2
In this paper we present a Recurrent neural networks (RNN) based architecture that achieves an AUCROC of 0.9147 for predicting the onset of Congestive Heart Failure (CHF) 15 months…
Going Digital: A Survey on Digitalization and Large Scale Data Analytics in Healthcare
Volker Tresp, J. Marc Overhage, Markus Bundschus +3
We provide an overview of the recent trends towards digitalization and large scale data analytics in healthcare. It is expected that these trends are instrumental in the dramatic c…