segment data streams, abnormal subsequence, classification-based framework, anomaly detection, variable-length motifs, silhouette-value based approach, limited-length suffix array based motif discovery algorithm, LiSAM, cloud services, anomaly detection, pattern recognition, time series motifs, medical sensor-clouds, Cloud-FuSeR, fuzzy ontology, cloud computing, MCDM, healthcare, sensors