A knowledge discovery service system for provenance exploration.
Liu, Qing and Zhang, Ji and James, Forbes and Xu, Kai and Dinesh, Nair A knowledge discovery service system for provenance exploration. In: International Conference on Data and Knowledge Engineering (ICDKE) 2011, 6-8, September 2011, Milan, Italy.
- Published Version
Scientific research has moved from an isolated environment into a collaborated culture due to the data explosion and the experiment complexity. Several scientific workflow systems have been developed to support scientists to conduct the scientific analysis and create knowledge. They provide the ability to automatically record provenance, the process that led to a particular data, which can be used by other scientists for better understanding, re-using and verifying a data product to generate new knowledge. However, most of the existing scientific workflow systems provide poor query capability for users to effectively find relevant provenance information. It is not a trivial task due to the complexity of the workflow and the size of the provenance graphs. In this work, we propose a system architecture for provenance exploration in which querying, navigation and visualization methods are combined together. It enables effective and efficient knowledge discovery among various provenance information generated by different workflow runs.
|Item Type:||Conference or Workshop Item (Paper)|
|Research Areas:||School of Science and Technology > Computer and Communications Engineering|
School of Science and Technology > Science & Technology
|Deposited On:||01 Mar 2012 06:02|
|Last Modified:||22 Jul 2014 02:54|
Repository staff only: item control page
Full text downloads (NB count will be zero if no full text documents are attached to the record)
Downloads per month over the past year