31 results on '"Suchi Saria"'
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2. Efficient Approximate Predictive Inference Under Feedback Covariate Shift with Influence Functions.
3. Birds of an odd feather: guaranteed out-of-distribution (OOD) novel category detection.
4. JAWS-X: Addressing Efficiency Bottlenecks of Conformal Prediction Under Standard and Feedback Covariate Shift.
5. Causal-structure Driven Augmentations for Text OOD Generalization.
6. Evaluating Model Robustness and Stability to Dataset Shift.
7. Partial Identifiability in Discrete Data with Measurement Error.
8. JAWS: Auditing Predictive Uncertainty Under Covariate Shift.
9. Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport.
10. Can You Trust This Prediction? Auditing Pointwise Reliability After Learning.
11. Learning Models from Data with Measurement Error: Tackling Underreporting.
12. Active Learning for Decision-Making from Imbalanced Observational Data.
13. Making Health AI Work in the Real World: Strategies, innovations, and best practices for using AI to improve care delivery.
14. Counterfactual Normalization: Proactively Addressing Dataset Shift Using Causal Mechanisms.
15. Reliable Decision Support using Counterfactual Models.
16. A Non-parametric Bayesian Approach for Estimating Treatment-Response Curves from Sparse Time Series.
17. Trading-Off Cost of Deployment Versus Accuracy in Learning Predictive Models.
18. Process Monitoring in the Intensive Care Unit: Assessing Patient Mobility Through Activity Analysis with a Non-Invasive Mobility Sensor.
19. A Framework for Individualizing Predictions of Disease Trajectories by Exploiting Multi-Resolution Structure.
20. Clustering Longitudinal Clinical Marker Trajectories from Electronic Health Data: Applications to Phenotyping and Endotype Discovery.
21. Learning Treatment-Response Models from Multivariate Longitudinal Data.
22. Advanced Machine Learning for Healthcare.
23. Discovering Deformable Motifs in Continuous Time Series Data.
24. Reasoning at the Right Time Granularity.
25. Learning a Severity Score for Sepsis: A Novel Approach based on Clinical Comparisons.
26. A Probabilistic Graphical Model for Individualizing Prognosis in Chronic, Complex Diseases.
27. Probabilistic Plan Recognition in Multiagent Systems.
28. Predictive Analytics in Healthcare (HPA): Considerations and Challenges.
29. Convex envelopes of complexity controlling penalties: the case against premature envelopment.
30. Developing Predictive Models Using Electronic Medical Records: Challenges and Pitfalls.
31. Microsoft Cambridge at TREC 13: Web and Hard Tracks.
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