Instrumental and multivariate statistical analyses for the characterisation of the geographical origin of Apulian virgin olive oils

► Apulian virgin olive oils were analysed by different instrumental and statistical techniques. ► The target was the classification of Apulian samples from three different origins. ► Three multivariate statistical techniques were used and results were compared. ► General discriminant analysis gave the best average prediction ability (82.5%).