Column-stores vs. row-stores: how different are they really?
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Correlation maps: a compressed access method for exploiting soft functional dependencies
Proceedings of the VLDB Endowment
Positional update handling in column stores
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
CORADD: correlation aware database designer for materialized views and indexes
Proceedings of the VLDB Endowment
Clydesdale: structured data processing on MapReduce
Proceedings of the 15th International Conference on Extending Database Technology
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Columns of dimension tables that are frequently restricted in queries on a star schema database are materialized into the fact table by various means, depending on database product features. This makes it possible to create a multi-dimensional partitioning on the fact table, so that many queries restricting columns in hierarchies of the columns materialized will retrieve only a small number of cells of a rectangular subset of the partitioning. We believe this approach to be a previously undiscovered, though seemingly obvious, method to accelerate query performance.