Streaming-Data Algorithms for High-Quality Clustering

Streaming data analysis has recently attracted attention in numerous applications including telephone records, web documents and clickstreams. For such analysis, single-pass algorithms that consume a small amount of memory are critical. We describe such a streaming algorithm that e ectively clusters large data streams. We also provide empirical evidence of the algorithm's performance on synthetic and real data streams.