Several procedures have been proposed for multiple imputation in multivariate analysis, such as the two-way principal component analysis which form the basis of the generalisation for three-way methods. However, virtually no studies exist which investigate the multiway case. In this project we intend to do so, develop three-way imputation procedures and test them via simulation studies and real data examples.