Paper Info
Title
A catallactic market for data mining services
Abstract
We describe a Grid market for exchanging data mining services based on the catallactic market mechanism proposed by von Hayek. This market mechanism allows selection between multiple instances of services based on operations required in a data mining task (such as data migration, data pre-processing and subsequently data analysis). Catallaxy is a decentralized approach, based on a "free market" mechanism, and is particularly useful when the number of market participants is large or when conditions within the market often change. It is therefore particularly suitable in Grid and peer-2-peer systems. The approach assumes that the service provider and user are not co-located, and require multiple message exchanges to carry out a data mining task. A market of J48-based decision tree algorithm instances, each implemented as a Web service, is used to demonstrate our approach. We have validated the feasibility of building catallactic data mining grid applications, and implemented a proof-of-concept application (Cat-COVITE) mapped to a catallactic Grid middleware.
Year
DOI
Venue
2007
10.1016/j.future.2006.06.007
Future Generation Comp. Syst.
Keywords
Field
DocType
data analysis,data mining,market mechanism,catallactic data mining grid,application,market participant,data mining task,data mining service,data migration,free market,grid market,catallactic market mechanism,decision tree,service provider,web service,proof of concept
Market mechanism,Data mining,Computer science,Service provider,C4.5 algorithm,Catallaxy,Web service,Decision tree learning,Grid,Database,Distributed computing,Data migration
Journal
Volume
Issue
ISSN
23
1
Future Generation Computer Systems
Citations 
PageRank 
References 
12
0.75
10
Authors
7
Name
Order
Citations
PageRank
L. Joita1120.75
Omer F. Rana22181229.52
Felix Freitag3221.90
Isaac Chao429720.74
Pablo Chacin5586.79
Leandro Navarro641461.31
Oscar Ardaiz711516.71