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A general model for online analytical processing of complex data

Publication ,  Journal Article
Pei, J
Published in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
January 1, 2003

It has been well recognized that online analytical processing (OLAP) can provide important insights into huge archives of data. While the conventional OLAP model is capable of analyzing relational business data, it often cannot fit many kinds of complex data in emerging applications, such as bio-medical data, time series and semi-structured data. In this paper, we propose GOLAP, a general OLAP model. We show that GOLAP is consistent with the conventional OLAP model on multidimensional databases. Moreover, we show that the model can be applied to complex data as well. As an example, we illustrate a research prototype system, GeneXplorer, which enables OLAP over gene expression data. © Springer-Verlag Berlin Heidelberg 2003.

Duke Scholars

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

January 1, 2003

Volume

2813

Start / End Page

321 / 334

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences
 

Citation

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Pei, J. (2003). A general model for online analytical processing of complex data. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2813, 321–334. https://doi.org/10.1007/978-3-540-39648-2_26
Pei, J. “A general model for online analytical processing of complex data.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2813 (January 1, 2003): 321–34. https://doi.org/10.1007/978-3-540-39648-2_26.
Pei J. A general model for online analytical processing of complex data. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2003 Jan 1;2813:321–34.
Pei, J. “A general model for online analytical processing of complex data.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2813, Jan. 2003, pp. 321–34. Scopus, doi:10.1007/978-3-540-39648-2_26.
Pei J. A general model for online analytical processing of complex data. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2003 Jan 1;2813:321–334.

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

January 1, 2003

Volume

2813

Start / End Page

321 / 334

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences