A Method of Computing Iceberg Cube Based on Non-antimonotonic Constraint

Information Science and Cloud Computing Companion(2013)

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摘要
To compute iceberg cube based on non-antimonotonic constraint, we propose a modified Star-Cubing method by means of converting constraint by top-k. It uses a method of top-k to convert a constraint to an antimonotonic constraint and carries out the star-reduction in the base cuboid table, thus reduces the cost of the shared dimension pruning in Star-Cubing. Experimental results show that the method could compute iceberg cube based on non-antimonotonic constraint availably and improve the efficiency of computation method at the same time.
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关键词
data mining,antimonotonic constraint,base cuboid table,computation method efficiency improvement,iceberg cube computing method,modified star-cubing method,nonantimonotonic constraint,shared dimension pruning cost reduction,star-reduction,top-k method,star-cubing,shared dimension pruning,top-k
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