In this paper, we study an efficient index structure, called Suffix Decision Diagrams (SuffixDDs), for knowledge discovery in large sequence data. Recently, Loekito, Bailey, and Pei (KAIS, 2009) proposed a new data structure for sequence data, called Sequence Binary Decision Diagram (SeqBDD), which is an extension of Zero-suppressed Binary Decision Diagrams (ZDDs) for sequences. SuffixDD is a c...