Improving linear quantile regression for replicated data

01/16/2019

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by   Kaushik Jana, et al.

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When there are few distinct values of the covariates but many replicates, we show that a weighted least squares fit to the sample quantiles of the replicates is asymptotically more efficient than the usual method of linear quantile regression.