Early Detection of Heart Failure using Data Driven Modeling Approaches on Electronic Health Records: How far can one go without Domain Knowledge? - Kenney Ng; Yajuan Wang; Jianying Hu; Walter F. Stewart; Steven R. Steinhubl; Christopher deFilippi (AMIA, 2015)

Early detection of heart failure with varying prediction windows by structured and unstructured data in electronic health records. - Yajuan Wang; Kenney Ng; Roy J. Byrd; Jianying Hu; Shahram Ebadollahi; Zahra Daar; Christopher deFilippi; Steven R. Steinhubl; Walter F. Stewart (EMBC, 2015)

Characterizing Physicians Practice Phenotype from Unstructured Electronic Health Records. - Sanjoy Dey; Yajuan Wang; Roy J. Byrd; Kenney Ng; Steven R. Steinhubl; Christopher deFilippi; Walter F. Stewart (AMIA, 2016)

Data Driven Modeling of Electronic Health Record Data to Detect Pre-Diagnostic Heart Failure Subtypes in Primary Care. - Kenney Ng; Walter F. Stewart; Christopher deFilippi; Steven R. Steinhubl (CRI, 2016)

SUSTain: Scalable Unsupervised Scoring for Tensors and its Application to Phenotyping. - Ioakeim Perros; Evangelos E. Papalexakis; Haesun Park; Richard W. Vuduc; Xiaowei Yan; Christopher deFilippi; Walter F. Stewart; Jimeng Sun 001 (KDD, 2018)

Clustervision: Visual Supervision of Unsupervised Clustering. - Bum Chul Kwon; Ben Eysenbach; Janu Verma; Kenney Ng; Christopher deFilippi; Walter F. Stewart; Adam Perer (IEEE Trans. Vis. Comput. Graph., 2018)

TASTE: temporal and static tensor factorization for phenotyping electronic health records. - Ardavan Afshar; Ioakeim Perros; Haesun Park; Christopher deFilippi; Xiaowei Yan; Walter F. Stewart; Joyce C. Ho; Jimeng Sun 001 (CHIL, 2020)