Title
Muse: Mapping Understanding and deSign by Example
Abstract
A fundamental problem in information integration is that of designing the relationships, called schema mappings, between two schemas. The specification of a semantically correct schema mapping is typically a complex task. Automated tools can suggest potential mappings, but few tools are available for helping a designer understand mappings and design alternative mappings. We describe Muse, a mapping design wizard that uses data examples to assist designers in understanding and refining a schema mapping towards the desired specification. We present novel algorithms behind Muse and show how Muse systematically guides the designer on two important components of a mapping design: the specification of the desired grouping semantics for sets of data and the choice among alternative interpretations for semantically ambiguous mappings. In every component, Muse infers the desired semantics based on the designer's actions on a short sequence of small examples. Whenever possible, Muse draws examples from a familiar database, thus facilitating the design process even further. We report our experience with Muse on some publicly available schemas.
Year
DOI
Venue
2008
10.1109/ICDE.2008.4497409
ICDE
Keywords
Field
DocType
available schema,design alternative mapping,design process,semantically correct schema mapping,mapping design,schema mapping,semantically ambiguous mapping,mapping understanding,muse systematically guide,mapping design wizard,potential mapping,java,xml,information integration,systems analysis,project management,data models,process design,databases,environmental management,algorithm design and analysis,data handling,refining
Data mining,Information integration,Data modeling,XML,Computer science,Engineering design process,Schema (psychology),Group method of data handling,Database,Wizard,Semantics
Conference
ISSN
Citations 
PageRank 
1084-4627
42
1.70
References 
Authors
22
4
Name
Order
Citations
PageRank
Bogdan Alexe1170678.66
Laura Chiticariu275741.60
Renée J. Miller33545373.59
WC Tan42529198.85