Performance characterization of data mining benchmarks
Proceedings of the 2010 Workshop on Interaction between Compilers and Computer Architecture
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A major challenge to the creation of chip multiprocessors is designing the on-chip memory and communication resources to efficiently support parallel workloads. A variety of cache organizations, data management techniques, and hardware optimizations that take advantage of specific data characteristics have been developed to improve application performance. The success of these approaches depends on applications exhibiting the presumed data characteristics.