Camponovo, Lorenzo; Scaillet, Olivier; Trojani, Fabio - In: Journal of Econometrics 167 (2012) 1, pp. 197-210
We characterize the robustness of subsampling procedures by deriving a formula for the breakdown point of subsampling … can be applied instead. To overcome these robustness problems, we introduce a consistent robust subsampling procedure for … regression model. Monte Carlo simulations in two settings where the bootstrap fails show the accuracy and robustness of the …