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Parallelizing the Data Cube (2002)  (Make Corrections)  (5 citations)
Frank Dehne, Todd Eavis, Susanne Hambrusch, et Al.
Lecture Notes in Computer Science



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Abstract: This paper presents a general methodology for the efficient parallelization of existing data cube construction algorithms. We describe two different partitioning strategies, one for top-down and one for bottomup cube algorithms. Both partitioning strategies assign subcubes to individual processors in such a way that the loads assigned to the processors are balanced. Our methods reduce inter processor communication overhead by partitioning the load in advance instead of computing each individual ... (Update)

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BibTeX entry:   (Update)

F. Dehne, T. Eavis, S. Hambrusch, and A. Rau-Chaplin, "Parallelizing the data cube," Distributed and Parallel Databases, vol. 11, no. 2, pp. 181--201, 2002. 236 CHEN ET AL. http://citeseer.ist.psu.edu/dehne02parallelizing.html   More

@article{ dehne01parallelizing,
    author = "Frank Dehne and Todd Eavis and Susanne Hambrusch and Andrew Rau-Chaplin",
    title = "Parallelizing the Data Cube",
    journal = "Lecture Notes in Computer Science",
    volume = "1973",
    pages = "129--??",
    year = "2001",
    url = "citeseer.ist.psu.edu/dehne02parallelizing.html" }
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248   Implementing data cubes efficiently - Harinarayan, Rajaraman et al. - 1996
185   the computation of multi-dimensional aggregates - Agarwal, Agarwal et al. - 1996
109   An array-based algorithm for simultaneous multidimensional a.. - Zhao, Deshpande et al. - 1997
104   Algorithms for parallel memory. i: Two-level memories - Vitter, Shriver - 1994
79   BSPlib: The BSP programming library - Hill, McColl et al. - 1998
77   Bottom-up computation of sparse and iceberg cubes - Beyer, Ramakrishnan - 1999
70   Fast computation of sparse datacubes - Ross, Srivastava - 1997
64   Scalable parallel computational geometry for coarse grained .. - Dehne, Fabri et al. - 1993
50   External memory algorithms (context) - Vitter - 1998
50   Towards efficiency and portability: Programming with the BSP.. - Goudreau, Lang et al. - 1996
36   Efficient external memory algorithms by simulating coarse-gr.. - Dehne, Dittrich et al. - 1997
32   High performance OLAP and data mining on parallel computers - Goil, Choudhary - 1997
30   BSP-like external-memory computation - Sibeyn, Kaufmann - 1997
30   Bulk synchronous parallel computing---A paradigm for transpo.. - Cheatham, Fahmy et al. - 1995
27   Optimal algorithms for tree partitioning (context) - Frederickson - 1991
21   Computation of multidimensional aggregates (context) - Deshpande, Agarwal et al. - 1996
20   A shifting algorithm for min-max tree partitioning (context) - Becker, Perl et al. - 1982
16   Iceberg-cube computation with pc clusters (context) - Ng, Wagner et al. - 2001
15   On computing the data cube (context) - Sarawagi, Agrawal et al. - 1996
14   A parallel scalable infrastructure for OLAP and data mining - Goil, Choudhary - 1999
13   Parallel virtual memory - Dehne, Dittrich et al. - 1999
10   Storage estimation for mutlidimensional aggregates in the pr.. (context) - Shukla, Deshpende et al. - 1996
10   The Benjamin/ Cummings Publishing Company (context) - Kumar, Grama et al. - 1994
10   Computing data cubes using massively parallel processors - Lu, Huang et al. - 1997
10   Probablistic counting algorithms for database applications (context) - Flajolet, Martin - 1985
8   Multi-cube computation - Yu, Lu - 2001
6   Efficient implementation of a shifting algorithm (context) - Perl, Vishkin - 1985
5   The Message Passing Interface (context) - Laboratory, www-unix et al. - 2001
4   o-efficient scientific computation using tpie - Vengroff, Vitter - 1996
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