Development of a Grid-based Framework for High-Performance Scientific Knowledge Discovery

In this paper, we propose the SINDI-Grid which is a high-performance framework for scientific and technological knowledge discovery using the grid computing. By using the advantages of the grid computing providing data repository of large-volume and high-speed computing power, the SINDI-Grid framework provides a variety of grid services for distributed data analysis and scientific knowledge processing. And the SINDI-Workflow tool exploits these services so that performs the design and execution for scientific and technological knowledge discovery applications which integrate various information processing algorithms.

[1]  Domenico Talia,et al.  Service-oriented middleware for distributed data mining on the grid , 2008, J. Parallel Distributed Comput..

[2]  Domenico Talia,et al.  The Weka4WS framework for distributed data mining in service‐oriented Grids , 2008, Concurr. Comput. Pract. Exp..

[3]  Ivan Janciak,et al.  GridMiner: a fundamental infrastructure for building intelligent grid systems , 2005, The 2005 IEEE/WIC/ACM International Conference on Web Intelligence (WI'05).

[4]  Domenico Talia,et al.  Distributed data mining services leveraging WSRF , 2007, Future Gener. Comput. Syst..

[5]  Sung-Hyon Myaeng,et al.  Guiding Practical Text Classification Framework to Optimal State in Multiple Domains , 2009, KSII Trans. Internet Inf. Syst..

[6]  M. Tahar Kechadi,et al.  Admire framework: Distributed data mining on data grid platforms , 2006, ICSOFT.

[7]  Carole A. Goble,et al.  Taverna: a tool for building and running workflows of services , 2006, Nucleic Acids Res..

[8]  Sung-Hyon Myaeng,et al.  Relation Extraction based on Extended Composite Kernel using Flat Lexical Features , 2009 .

[9]  Bertram Ludäscher,et al.  Kepler: an extensible system for design and execution of scientific workflows , 2004, Proceedings. 16th International Conference on Scientific and Statistical Database Management, 2004..

[10]  Domenico Talia,et al.  How Distributed Data Mining Tasks can Thrive as Services on Grids , 2007 .

[11]  Anthony Rowe,et al.  The Design of Discovery Net: Towards Open Grid Services for Knowledge Discovery , 2003, Int. J. High Perform. Comput. Appl..

[12]  C. Goble,et al.  The {my}Grid Project: Services, Architecture and Demonstrator , 2003 .

[13]  Vlado Stankovski,et al.  Digging Deep into the Data Mine with DataMiningGrid , 2008, IEEE Internet Computing.

[14]  Matthew Shields,et al.  WS-RF Workflow in Triana , 2008, Int. J. High Perform. Comput. Appl..