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In this work,an improved stacked partial least square regression(VIP-SPLS)algorithm based on variable importance in the projection(VIP)is introduced for near-infrared spectroscopy quantitative analysis.In the proposed scheme,the VIP score of each spectral variable is first calculated based on the partial least squares(PLS)regression model.