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Frauen, Dennis
15  Ergebnisse:
Personensuche X
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1

Causal machine learning for predicting treatment outcomes:

Feuerriegel, Stefan ; Frauen, Dennis ; Melnychuk, Valentyn...
Nature Medicine.  30 (2024)  4 - p. 958-968 , 2024
Link: https://doi.org/10.1038/..
 
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2

Causal Machine Learning for Cost-Effective Allocation of De..:

Kuzmanovic, Milan ; Frauen, Dennis ; Hatt, Tobias.
http://arxiv.org/abs/2401.16986.  , 2024
Link: http://arxiv.org/abs/240..
 
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3

A Neural Framework for Generalized Causal Sensitivity Analy..:

Frauen, Dennis ; Imrie, Fergus ; Curth, Alicia...
http://arxiv.org/abs/2311.16026.  , 2023
Link: http://arxiv.org/abs/231..
 
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4

Causal Fairness under Unobserved Confounding: A Neural Sens..:

Schröder, Maresa ; Frauen, Dennis ; Feuerriegel, Stefan
http://arxiv.org/abs/2311.18460.  , 2023
Link: http://arxiv.org/abs/231..
 
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5

Reliable Off-Policy Learning for Dosage Combinations:

Schweisthal, Jonas ; Frauen, Dennis ; Melnychuk, Valentyn.
http://arxiv.org/abs/2305.19742.  , 2023
Link: http://arxiv.org/abs/230..
 
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6

Partial Counterfactual Identification of Continuous Outcome..:

Melnychuk, Valentyn ; Frauen, Dennis ; Feuerriegel, Stefan
http://arxiv.org/abs/2306.01424.  , 2023
Link: http://arxiv.org/abs/230..
 
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7

Fair Off-Policy Learning from Observational Data:

Frauen, Dennis ; Melnychuk, Valentyn ; Feuerriegel, Stefan
http://arxiv.org/abs/2303.08516.  , 2023
Link: http://arxiv.org/abs/230..
 
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8

Bounds on Representation-Induced Confounding Bias for Treat..:

Melnychuk, Valentyn ; Frauen, Dennis ; Feuerriegel, Stefan
http://arxiv.org/abs/2311.11321.  , 2023
Link: http://arxiv.org/abs/231..
 
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9

Sharp Bounds for Generalized Causal Sensitivity Analysis:

Frauen, Dennis ; Melnychuk, Valentyn ; Feuerriegel, Stefan
http://arxiv.org/abs/2305.16988.  , 2023
Link: http://arxiv.org/abs/230..
 
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10

Bayesian Neural Controlled Differential Equations for Treat..:

Hess, Konstantin ; Melnychuk, Valentyn ; Frauen, Dennis.
http://arxiv.org/abs/2310.17463.  , 2023
Link: http://arxiv.org/abs/231..
 
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11

Counterfactual Fairness for Predictions using Generative Ad..:

Ma, Yuchen ; Frauen, Dennis ; Melnychuk, Valentyn.
http://arxiv.org/abs/2310.17687.  , 2023
Link: http://arxiv.org/abs/231..
 
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12

Estimating individual treatment effects under unobserved co..:

Frauen, Dennis ; Feuerriegel, Stefan
http://arxiv.org/abs/2208.08544.  , 2022
Link: http://arxiv.org/abs/220..
 
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13

Estimating average causal effects from patient trajectories:

Frauen, Dennis ; Hatt, Tobias ; Melnychuk, Valentyn.
http://arxiv.org/abs/2203.01228.  , 2022
Link: http://arxiv.org/abs/220..
 
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14

Causal Transformer for Estimating Counterfactual Outcomes:

Melnychuk, Valentyn ; Frauen, Dennis ; Feuerriegel, Stefan
http://arxiv.org/abs/2204.07258.  , 2022
Link: http://arxiv.org/abs/220..
 
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15

Normalizing Flows for Interventional Density Estimation:

Melnychuk, Valentyn ; Frauen, Dennis ; Feuerriegel, Stefan
http://arxiv.org/abs/2209.06203.  , 2022
Link: http://arxiv.org/abs/220..
 
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