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Author: Hans-Georg Mueller

4 results found.

Econometrics Paper

Geodesic regression discontinuity designs for functional data and random objects in geodesic spaces

Daisuke Kurisu, Hans-Georg Mueller, Taisuke Otsu and Yidong Zhou

Regression discontinuity designs, quasi-experimental designs for observational studies to estimate causal effects of an intervention or treatment at a cutoff point, have been widely applied in various fields of data scie...Read more...

23 June 2025

Econometrics Paper

Geodesic synthetic control methods for random objects and functional data

Daisuke Kurisu, Hans-Georg Mueller, Taisuke Otsu and Yidong Zhou

We introduce a geodesic synthetic control method for causal inference that extends existing synthetic control methods to scenarios where outcomes are elements in a geodesic metric space rather than scalars. Examples of s...Read more...

1 May 2025

Econometrics Paper

Geodesic difference-in-differences

Daisuke Kurisu, Hans-Georg Mueller, Taisuke Otsu and Yidong Zhou

Difference-in-differences (DID) is a widely used quasi-experimental design for causal inference, traditionally applied to scalar or Euclidean outcomes, while extensions to outcomes residing in non-Euclidean spaces remain...Read more...

30 January 2025

Econometrics Paper

Geodesic causal inference

Daisuke Kurisu, Hans-Georg Mueller, Taisuke Otsu and Yidong Zhou

Adjusting for confounding and imbalance when establishing statistical relationships is an increasingly important task, and causal inference methods have emerged as the most popular tool to achieve this. Causal inference ...Read more...

1 July 2024