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In this paper we describe an approach to integrate structural expert knowledge about class relations into classication schemes under the assumption of unary class coding. Exemplary, we show in a medical application such an integration for incorporation of prior medical knowledge about uncertainty for distinguishing patient classes. This knowlegde is integrated here in a class dissimilarity measure used for training the classication model.dblp:conf/esann/KastnerHV12 fatcat:bof4ci7bxnbuhkxqims2ywmi2y