Search Results for author: Milan Kuzmanovic

Found 4 papers, 4 papers with code

Addressing distributional shifts in operations management: The case of order fulfillment in customized production

1 code implementation24 Apr 2023 Julian Senoner, Bernhard Kratzwald, Milan Kuzmanovic, Torbjørn H. Netland, Stefan Feuerriegel

We empirically validate our proposed approach using real-world data from a job shop production that supplies large metal components to an oil platform construction yard.

Decision Making Job Shop Scheduling +2

Estimating Conditional Average Treatment Effects with Missing Treatment Information

1 code implementation2 Mar 2022 Milan Kuzmanovic, Tobias Hatt, Stefan Feuerriegel

Although this is a widespread problem in practice, CATE estimation with missing treatments has received little attention.

Domain Adaptation

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

1 code implementation6 Dec 2021 Milan Kuzmanovic, Tobias Hatt, Stefan Feuerriegel

To this end, we develop the Deconfounding Temporal Autoencoder, a novel method that leverages observed noisy proxies to learn a hidden embedding that reflects the true hidden confounders.

Decision Making valid

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