DocumentCode
675667
Title
Enriching hierarchies in multidimensional model of data warehouse using WORDNET
Author
Marini, Mior Nasir Mior Nazri
Author_Institution
Dept. of Inf. Syst., Int. Islamic Univ. Malaysia (IIUM), Kuala Lumpur, Malaysia
fYear
2013
fDate
27-28 Nov. 2013
Firstpage
296
Lastpage
301
Abstract
In a Dimensional Model of Data Warehouse, process of designing conceptual schema based on user requirements face some challenges due to data sources may lack some important elements. One way to improve schema is by utilizing alternative sources of knowledge that act as DW additional data sources. Since past few years, there are several researchers who present the use of Ontology to improve several aspects of DW. We proposed semi-automatic method that uses lexical ontology WordNet to enrich the dimension table´s hierarchy. The method uses Wordnet semantic relations between concepts to add new level of aggregation to dimension hierarchies. As a result, dimensional table´s hierarchy becomes richer. This paper proposed a prototype development to demonstrate the concept. The purpose of this study is to present use of Wordnet in enriching the dimension hierarchies through the development of a prototype.
Keywords
computational linguistics; data warehouses; ontologies (artificial intelligence); DW; WordNet semantic relations; data sources; data warehouse; dimension table hierarchy; knowledge sources; lexical ontology; multidimensional model; user requirements; Business; Data models; Data warehouses; Databases; Java; Ontologies; Prototypes; DataWarehouse; Dimension Hierarchies; Multidimensional Model; WordNet;
fLanguage
English
Publisher
ieee
Conference_Titel
Research and Innovation in Information Systems (ICRIIS), 2013 International Conference on
Conference_Location
Kuala Lumpur
Print_ISBN
978-1-4799-2486-8
Type
conf
DOI
10.1109/ICRIIS.2013.6716725
Filename
6716725
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