There are various methods for the identification of duplicate records. Besides the importance of methods quality, the choice of similarity measures is very important for data comparison used in those methods. There are four kinds of similarity measures tested and analysed in this paper to identify duplicate records in relational databases. On the basis of the obtained results, the paper gives conclusions with recommendations for further research in this area.