Comparison of semirobust and robust partial least squares procedures

Three different robust partial least squares (PLS) alternatives are compared in order to reduce the effect of outlying data. Although iteratively reweighted least squares, based on the biweight mean, offers efficiency in a variety of situations, in higher dimensions, there are still considerable deviations from the ordinary PLS solution without outliers.