LPIS - Paper Details

Item # 217 Details

Title:	An interoperable and scalable Web-based system for classifier sharing and fusion
Author(s):	G. Tsoumakas, I. Vlahavas.
Availability:	Click here to download the PDF (Acrobat Reader) file (17 pages).
Keywords:
Appeared in:	Expert Systems with Applications, Elsevier, 33(3), pp. 716-724, 2007.
Abstract:	This paper describes CSF/DC, a Web-based system for classifier sharing and fusion. CSF/DC enables the sharing of classification models, by allowing the upload and download of such models expressed in the industry standard PMML language on the system’s online classifier repository. CSF/DC also leverages the individual knowledge shared by such (potentially heterogeneous) classification models and offers quality decision support to any user with an Internet connection through a guided procedure. However, some organizations or individuals might want to share the predictive capabilities of their classification models without compromising their internal structure. This is accommodated by CSF/DC through the use of Web services. Specifically, CSF/DC allows the participation of classifier Web services in the decision fusion process, by offering the necessary online mechanisms for the registration and invocation of such Web services developed and installed at remote sites.
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1	Yu, C., Yao, Q. (2008) "The application of PMML in healthy housing evaluation and rules discovery decision support system", Proceedings - International Conference on Computer Science and Software Engineering, CSSE 2008, pp. 459-465.
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3	Gorea, D. (2008) Knowledge as a service. An online scoring engine architecture, Proc. - The 3rd Int. Multi-Conf. Computing in the Global Information Technology, ICCGI 2008 in Conjunction with ComP2P 2008: The 1st Int. Workshop on Computational P2P Networks: Theory and Practice, art. no. 4591336, pp. 1-6.
4	Gorea, D. (2008) DeVisa: Concepts and Architecture of a Data Mining Models Scoring and Management Web, 10th International Conference on Enterprise Information Systems (ICEIS 2008) – Databases and Information Systems Integration, pp. 276-281.
5	Gorea, D. (2009) Interoperability and Integration of Processes of Knowledge Discovery in Databases, PhD Thesis, Department of Computer Science, University Alexandru Ioan Cuza Iasi.