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Illustration plot of quantile crossing of individual estimation and quantile non-crossing of the proposed SNQR estimation on the one-dimensional toy example. The left panel displays the true quantile functions for τ = 0.1, 0.2, …, 0.9. The middle and right panels display the estimation results of the original individual and proposed simultaneous estimation of the nine quantiles for one data realisation.
