Title
What-if Analysis in MOLAP Environments
Abstract
What-if analysis is important for decision-maker to evaluate adopting new strategy and help knowledge discovery. It mostly occurs in OLAP environments, based on implementation OLAP is divided into MOLAP and ROLAP. Most research focus on ROLAP but in the industrial sector MOLAP is more common. There is relatively little work talking about what-if analysis in MOLAP environments. The challenge of what-if analysis is how to store hypothetical modified data and how these data efficiently participating cube calculation. In this paper we systemic analyze what-if analysis in MOLAP; hypothetical modified data stored as compression offset-data and is organized as HU-tree which is a variant of r*-tree. Through HU-tree we can efficient storage sparse hypothetical modified data which ordered by designed dimension order and fast retrieve. Then in cube calculation, hypothetical modified data and original data sort-merge join means to get result.
Year
DOI
Venue
2009
10.1109/FSKD.2009.596
FSKD (2)
Keywords
Field
DocType
original data,what-if analysis,cube calculation,dimension order,implementation olap,olap environment,molap environments,efficient storage sparse,compression offset-data,molap environment,hypothetical modified data,algorithm design and analysis,data mining,decision maker,knowledge discovery,business,indexes
Data mining,Computer science,Artificial intelligence,ROLAP,Algorithm design,Order dimension,Knowledge extraction,MOLAP,Online analytical processing,Machine learning,Database,Decision maker,Cube
Conference
Citations 
PageRank 
References 
0
0.34
9
Authors
2
Name
Order
Citations
PageRank
Guoliang Zhou100.34
Hong Chen29923.20