SAVEHR: Self Attention Vector Representations for EHR based Personalized Chronic Disease Onset Prediction and Interpretability

no code implementations • 13 Nov 2019 • Sunil Mallya, Marc Overhage, Sravan Bodapati, Navneet Srivastava, Sahika Genc

Chronic disease progression is emerging as an important area of investment for healthcare providers.

Effectiveness of LSTMs in Predicting Congestive Heart Failure Onset

no code implementations • 7 Feb 2019 • Sunil Mallya, Marc Overhage, Navneet Srivastava, Tatsuya Arai, Cole Erdman

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 in advance using a 12-month observation window on a large cohort of 216, 394 patients.

Attribute Feature Importance +1