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 … quantiles. This breakdown point can be very low for moderate subsampling block sizes, which implies the fragility of subsampling … can be applied instead. To overcome these robustness problems, we introduce a consistent robust subsampling procedure for …