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Heterogenous Treatment Effects from Experiments and Observational Data

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Causal Machine Learning

  • Deep Learning for Individual Heterogenity and Inference from Farrell et al., (2021)
  • Double Machine Learning (DML) from Chernozhukhov et al., (2016)
    • Estimation under unconfoundedness and instruments
    • Examples
  • Directed Acyclical Graphs (DAGs) and Probabilitic Graphical Models (PGMs)

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