Synthetic Control#

SC with Confounding#

Imbens, G. W., & Viviano, D. (2023). Identification and Inference for Synthetic Controls with Confounding.

未観測の交絡因子をfactor modelで扱う

非線形SC#

Shi, C., Sridhar, D., Misra, V., & Blei, D. (2022, May). On the assumptions of synthetic control methods. In International Conference on Artificial Intelligence and Statistics (pp. 7163-7175). PMLR.

妥当性の検証・感度分析#

Zeitler, J., Vlontzos, A., & Gilligan-Lee, C. M. (2023, August). Non-parametric identifiability and sensitivity analysis of synthetic control models. In Conference on Causal Learning and Reasoning (pp. 850-865). PMLR.

参考文献#

video#