A new method for the study of molecular phylogenetics based on fuzzy c-means clustering of Markov models is proposed. This approach is able to cluster whole sequences or genomes into groups whose boundaries overlap, and to reconstruct the phylogenetic trees that graphically describe the evolutionary relationships between organisms. The method is applied to examine the similarities and evolutionary relationships of a large data set of complet.e mammalian mitochondrial genomes.