18th International Conference on Data Engineering (ICDE'02)
Streaming-Data Algorithms for High-Quality Clustering
San Jose, California
February 26-March 01
ISBN: 0-7695-1531-2
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 effectively clusters large data streams. We also provide empirical evidence of the algorithm's performance on synthetic and real data streams.
Citation:
Liadan O'Callaghan, Adam Meyerson, Rajeev Motwani, Nina Mishra, Sudipto Guha, "Streaming-Data Algorithms for High-Quality Clustering," icde, pp.0685, 18th International Conference on Data Engineering (ICDE'02), 2002
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