Title
Fuzzy quantification-based linguistic summaries in data cubes with hierarchical fuzzy partition of time dimension
Abstract
Data Cubes are the basic structure of the Multi-dimensional DataModel. OnLine Analytical Processing techniques together with data cubes come to overcome the limitation of conventional database models whose structures are not well suited for the friendly ad-hoc analysis and display of large amounts of data decision support systems need. One of the dimensions that usually appears in data cubes is the time dimension. The use of OnLine Analytical Processing operations through this dimension produces as result time series data that ask for suitable summarization techniques in order to effectively present the information to the interested user. Soft Computing approaches to data summarization are widely used to carry out this task. In this paper, we introduce an approach to linguistic summarization of data in data cubes with time dimension using fuzzy quantified statements. Our approach uses as basis a time dimension defined by the user as a hierarchical collection of fuzzy time periods.
Year
DOI
Venue
2009
10.1007/978-3-642-04394-9_70
IDEAL
Keywords
Field
DocType
suitable summarization technique,fuzzy time period,data decision support system,online analytical processing operation,interested user,online analytical processing technique,data cubes,time dimension,fuzzy quantification-based linguistic summary,data cube,hierarchical fuzzy partition,result time series data,time series data,decision support system,fuzzy logic,time series,soft computing,business intelligence,data model
Automatic summarization,Data mining,Database model,Computer science,Decision support system,Fuzzy logic,Artificial intelligence,Soft computing,Online analytical processing,Machine learning,Data cube,Multiple time dimensions
Conference
Volume
ISSN
ISBN
5788
0302-9743
3-642-04393-3
Citations 
PageRank 
References 
9
0.61
6
Authors
3
Name
Order
Citations
PageRank
Rita Castillo-Ortega11247.30
Nicolás Marín257041.16
Daniel Sánchez3452.56