15 citations · 46 across the 5 of their papers we have counts for
5 papers
Categorical EHR Imputation with Generative Adversarial Nets
Yinchong Yang, Zhiliang Wu, Volker Tresp +1
Electronic Health Records often suffer from missing data, which poses a major problem in clinical practice and clinical studies. A novel approach for dealing with missing data are…
Uncertainty-Aware Time-to-Event Prediction using Deep Kernel Accelerated Failure Time Models
Zhiliang Wu, Yinchong Yang, Peter A. Fasching +1
Recurrent neural network based solutions are increasingly being used in the analysis of longitudinal Electronic Health Record data. However, most works focus on prediction accuracy…
Predictive Clinical Decision Support System with RNN Encoding and Tensor Decoding
Yinchong Yang, Peter A. Fasching, Markus Wallwiener +3
With the introduction of the Electric Health Records, large amounts of digital data become available for analysis and decision support. When physicians are prescribing treatments t…
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…
Towards a New Science of a Clinical Data Intelligence
Volker Tresp, Sonja Zillner, Maria J. Costa +14
In this paper we define Clinical Data Intelligence as the analysis of data generated in the clinical routine with the goal of improving patient care. We define a science of a Clini…