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Contrastive Learning for Unsupervised Domain Adaptation of Time Series



Yilmazcan Ozyurt , Stefan Feuerriegel , Ce Zhang


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Causal Transformer for Estimating Counterfactual Outcomes



Valentyn Melnychuk , Dennis Frauen , Stefan Feuerriegel


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Learning Optimal Dynamic Treatment Regimes Using Causal Tree Methods in Medicine



Theresa Blümlein , Joel Persson , Stefan Feuerriegel

* 24 pages, 4 figures 

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Web Mining to Inform Locations of Charging Stations for Electric Vehicles



Philipp Hummler , Christof Naumzik , Stefan Feuerriegel

* Accepted at The Web Conference (WWW 2022) 

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Interpretable Off-Policy Learning via Hyperbox Search



Daniel Tschernutter , Tobias Hatt , Stefan Feuerriegel


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Estimating Conditional Average Treatment Effects with Missing Treatment Information



Milan Kuzmanovic , Tobias Hatt , Stefan Feuerriegel


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Estimating average causal effects from patient trajectories



Dennis Frauen , Tobias Hatt , Valentyn Melnychuk , Stefan Feuerriegel


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Combining Observational and Randomized Data for Estimating Heterogeneous Treatment Effects



Tobias Hatt , Jeroen Berrevoets , Alicia Curth , Stefan Feuerriegel , Mihaela van der Schaar


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Deconfounding Temporal Autoencoder: Estimating Treatment Effects over Time Using Noisy Proxies



Milan Kuzmanovic , Tobias Hatt , Stefan Feuerriegel

* Proceedings of Machine Learning for Health, PMLR 158:143-155, 2021 

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Generalizing Off-Policy Learning under Sample Selection Bias



Tobias Hatt , Daniel Tschernutter , Stefan Feuerriegel


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