Towards reliable estimation of an “electronic tongue” predictive ability from PLS regression models in wine analysis

► Wine quality parameters are predicted from “electronic tongue” response with PLS. ► We compare three different PLS regression validation modes. ► k-fold random split test set validation gives highest RMSEP values.