most citedEstimation of Non-Crossing Quantile Regression Process with Deep ReQU Neural Networks

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stat.ML2022★ 3 cited

Estimation of Non-Crossing Quantile Regression Process with Deep ReQU Neural Networks

Guohao Shen, Yuling Jiao, Yuanyuan Lin +2

We propose a penalized nonparametric approach to estimating the quantile regression process (QRP) in a nonseparable model using rectifier quadratic unit (ReQU) activated deep neura…