C4.5: programs for machine learning
C4.5: programs for machine learning
Adaptive agents in a persistent shout double auction
Proceedings of the first international conference on Information and computation economies
A computational economy for grid computing and its implementation in the Nimrod-G resource broker
Future Generation Computer Systems - Grid computing: Towards a new computing infrastructure
Guest editorial: high-speed networks and services for data-intensive grids: The DataTAG project
Future Generation Computer Systems - Special issue: High-speed networks and services for data-intensive grids: The DataTAG project
Web Services Composition for Distributed Data Mining
ICPPW '05 Proceedings of the 2005 International Conference on Parallel Processing Workshops
Application deployment using catallactic Grid middleware
MGC '05 Proceedings of the 3rd international workshop on Middleware for grid computing
A commodity market algorithm for pricing substitutable Grid resources
Future Generation Computer Systems
Resource trading using cognitive agents: A hybrid perspective and its simulation
Future Generation Computer Systems
Grid-based dynamic service overlays
Future Generation Computer Systems
Optimising decentralised grid markets through group selection
International Journal of Web and Grid Services
Assessing a distributed market infrastructure for economics-based service selection
OTM'07 Proceedings of the 2007 OTM confederated international conference on On the move to meaningful internet systems: CoopIS, DOA, ODBASE, GADA, and IS - Volume Part II
GECON'07 Proceedings of the 4th international conference on Grid economics and business models
A service oriented architecture to provide data mining services for non-expert data miners
Decision Support Systems
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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.