Title: Ring Modeling: An approach in data warehouse for bi-directional analysis 

Abstract
:
Data warehouse over the years have been using star oriented schemas for storing subjective data. But it only reflects subjective data for analytics, and is not capable of handling transactional data. In respect of data analysis, star schema facilitates unidirectional descriptive analysis but fail to provide bi-directional business analysis and information delivery. In order to solve this problem, we have developed architecture of entity-subject modeling for data warehouse. Proposed architecture of data warehouse conceptual modeling has been constructed and evaluated by example.

Author
:
M. Khurram Shahzad and J.A.Nasir
 


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