Evaluation of matched control algorithms in EHR-based phenotyping studies: A case study of inflammatory bowel disease comorbidities. - Victor M. Castro; W. Kay Apperson; Vivian S. Gainer; Ashwin N. Ananthakrishnan; Alyssa P. Goodson; Taowei David Wang; Christopher D. Herrick; Shawn N. Murphy (J. Biomed. Informatics, 2014)

Demonstrating the Advantages of Applying Data Mining Techniques on Time-Dependent Electronic Medical Records. - Uri Kartoun; Vishesh Kumar; Su-Chun Cheng; Sheng Yu 002; Katherine P. Liao; Elizabeth W. Karlson; Ashwin N. Ananthakrishnan; Zongqi Xia; Vivian S. Gainer; Andrew Cagan; Guergana Savova; Pei J. Chen; et al. (AMIA, 2015)

Computer-assisted expert case definition in electronic health records. - Alexander M. Walker; Xiaofeng Zhou; Ashwin N. Ananthakrishnan; Lisa S. Weiss; Rongjun Shen; Rachel E. Sobel; Andrew Bate; Robert F. Reynolds (Int. J. Medical Informatics, 2016)

Using Electronic Health Records Data for Comparative Effectiveness Research. - David Cheng; Ashwin N. Ananthakrishnan; Tianxi Cai (AMIA, 2017)

High-throughput Phenotyping via Denoised Normal Mixture Transformation. - Sheng Yu 002; Yumeng Ma; Jessica L. Gronsbell; Katherine P. Liao; Tianrun A. Cai; Ashwin N. Ananthakrishnan; Vivian S. Gainer; Susanne E. Churchill; Peter Szolovits; Shawn N. Murphy; Isaac S. Kohane; Tianxi Cai (AMIA, 2017)

Surrogate-assisted feature extraction for high-throughput phenotyping. - Sheng Yu 002; Abhishek Chakrabortty; Katherine P. Liao; Tianrun A. Cai; Ashwin N. Ananthakrishnan; Vivian S. Gainer; Susanne E. Churchill; Peter Szolovits; Shawn N. Murphy; Isaac S. Kohane; Tianxi Cai (J. Am. Medical Informatics Assoc., 2017)

Enabling phenotypic big data with PheNorm. - Sheng Yu 002; Yumeng Ma; Jessica L. Gronsbell; Tianrun A. Cai; Ashwin N. Ananthakrishnan; Vivian S. Gainer; Susanne E. Churchill; Peter Szolovits; Shawn N. Murphy; Isaac S. Kohane; Katherine P. Liao; Tianxi Cai (J. Am. Medical Informatics Assoc., 2018)

Automated ICD coding via unsupervised knowledge integration (UNITE). - Aaron Sonabend W.; Winston Cai; Yuri Ahuja; Ashwin N. Ananthakrishnan; Zongqi Xia; Sheng Yu 002; Chuan Hong (Int. J. Medical Informatics, 2020)

Semi-Supervised Off-Policy Reinforcement Learning and Value Estimation for Dynamic Treatment Regimes. - Aaron Sonabend W.; Nilanjana Laha; Ashwin N. Ananthakrishnan; Tianxi Cai; Rajarshi Mukherjee (J. Mach. Learn. Res., 2023)