Constitutes the refereed proceedings of the 8th International Workshop on Multiple Classifier Systems, MCS 2009, held in Reykjavik, Icel&, in June 2009. This work contains papers that are organized in topical sections on ECOC boosting & bagging, MCS in remote sensing, unbalanced data & decision templates, concept drift & SVM ensembles.