| 2025 | UAI | Accurate and Scalable Stochastic Gaussian Process Regression via Learnable Coreset-based Variational Inference. | Mert Ketenci, Adler J. Perotte, Nomie Elhadad, Iigo Urteaga |
| 2021 | AMIA | LVHNet: Detecting Cardiac Structural Abnormalities with Chest X-Rays. | Shreyas Bhave, Pierre A. Elias, Victor Alfonso Rodriguez, Timothy Poterucha, Simi Mutasa, Jay Leb, Nir Uriel, Adler J. Perotte |
| 2021 | AMIA | Multi-Channel LSTM for Modeling Irregularly Sampled Time Series. | Shreyas Bhave, Adler J. Perotte |
| 2020 | AMIA | Adversarially-Learned Balancing Weights for Causal Inference. | Amelia J. Averitt, Natnicha Vanitchanant, Rajesh Ranganath, Adler J. Perotte |
| 2020 | AMIA | Deep Survival Analysis: The Impact of Feature Missingness. | Shreyas Bhave, Xintian Han, Rajesh Ranganath, Adler J. Perotte |
| 2019 | AMIA | Characterizing the Urban Opioid Epidemic Using EHR Data. | Amelia J. Averitt, Benjamin H. Slovis, Abdul A. Tariq, David K. Vawdrey, Adler J. Perotte |
| 2019 | AMIA | Learning Disease Phenotypes with Semi-Supervision. | Victor Alfonso Rodriguez, Adler J. Perotte |
| 2018 | AMIA | Noisy-Or Risk Allocation Model for Causal Inference. | Amelia J. Averitt, Adler J. Perotte |
| 2018 | AMIA | Development of a Machine Learning Model for Prediction of Successful Extubation and User-Friendly Implementation for Real-World Use. | Joongheum Park, Hao Shi, Adler J. Perotte |
| 2017 | AMIA | Clinical Trial Eligibility Criteria Fail to Meet Burden of Generalizability. | Amelia J. Averitt, Chunhua Weng, Adler J. Perotte |
| 2017 | AMIA | Lessons Learned from the Conversion of MIMIC3 to the OHDSI Common Data Model. | Joongheum Park, Liana Tascau, Adler J. Perotte |
| 2016 | AMIA | Approaches for using temporal and other filters for next generation phenotype discovery. | David J. Albers, Adler J. Perotte, George Hripcsak |
| 2016 | AMIA | Standardization of FDA Adverse Event Reporting System to the OHDSI Common Data Model. | Amelia J. Averitt, Adler J. Perotte |
| 2016 | AMIA | A probabilistic model for learning relationships between diagnosis codes and clinical free text. | Adler J. Perotte, Noemie Elhadad |
| 2016 | AMIA | Patient-provided Data Improves Race and Ethnicity Data Quality in Electronic Health Records. | Fernanda Polubriaginof, Hojjat Salmasian, Andrea W. Shapiro, Jennifer E. Prey, George Hripcsak, Adler J. Perotte, Nicholas P. Tatonetti, David K. Vawdrey |
| 2015 | AMIA | Feasibility of Converting the Medicare Synthetic Public Use Data Into a Standardized Data Model for Clinical Research Informatics. | Mark D. Danese, Erica A. Voss, Jennifer Duryea, Michelle Gleeson, Ryan Duryea, Amy Matcho, Donald O'Hara, William E. Stephens, Adler J. Perotte, Lee Evans, Christian G. Reich |
| 2015 | UAI | The Survival Filter: Joint Survival Analysis with a Latent Time Series. | Rajesh Ranganath, Adler J. Perotte, Nomie Elhadad, David M. Blei |