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Learning Treatment-Response Models from Multivariate Longitudinal Data., , and . UAI, AUAI Press, (2017)I-SPEC: An End-to-End Framework for Learning Transportable, Shift-Stable Models., and . CoRR, (2020)Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens., , , , , , , , , and . CLeaR, volume 236 of Proceedings of Machine Learning Research, page 587-608. PMLR, (2024)Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms., and . CoRR, (2018)Tutorial: Safe and Reliable Machine Learning., and . CoRR, (2019)Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport., , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 3118-3127. PMLR, (2019)Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport, , and . (2018)cite arxiv:1812.04597Comment: In Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS), 2019. Previously presented at the NeurIPS 2018 Causal Learning Workshop.A bias evaluation checklist for predictive models and its pilot application for 30-day hospital readmission models., , , , , , and . J. Am. Medical Informatics Assoc., 29 (8): 1323-1333 (2022)Evaluating Model Robustness and Stability to Dataset Shift., , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 2611-2619. PMLR, (2021)Non-Intrusive Occupancy Monitoring using Smart Meters., , , , and . BuildSys@SenSys, page 9:1-9:8. ACM, (2013)