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In biological sequence analysis many DNA and RNA sequences discovered in laboratory experiments are not properly identified. Here the focus is on using clustering algorithms to provide a structure to the data. The approach is inter-disciplinary using domain knowledge to identify such sequences. The enormous volume and high dimensionality of unidentified biological sequence data presents a challenge...