Learning Optimal Dynamic Treatment Regimes Using Causal Tree Methods in Medicine

1 code implementation • 14 Apr 2022 • Theresa Blümlein, Joel Persson, Stefan Feuerriegel

Common methods for learning optimal DTRs, however, have shortcomings: they are typically based on outcome prediction and not treatment effect estimation, or they use linear models that are restrictive for patient data from modern electronic health records.

Monitoring the COVID-19 epidemic with nationwide telecommunication data

1 code implementation • 7 Jan 2021 • Joel Persson, Jurriaan F. Parie, Stefan Feuerriegel

We derive human mobility from anonymized, aggregated telecommunication data in a nationwide setting (Switzerland; February 10 - April 26, 2020), consisting of ~1. 5 billion trips.

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