Latent Factor Point Processes for Patient Representation in Electronic Health Records

Parker's research aims to develop statistical methods to tackle the unique challenges presented by multi-institutional biomedical data collection initiatives. In particular, he is focused on understanding how to best analyze large-scale electronic health records data drawn from diverse populations spread across heterogeneous healthcare systems. This work relies on methodological ideas from nonparametric and high-dimensional statistics, optimization, and time series modeling.