Collaborative Management of a Repository of KDD Processes
| Title | Collaborative Management of a Repository of KDD Processes |
| Publication Type | Journal Article |
| Year of Publication | 2014 |
| Authors | Diamantini C, Potena, D, Storti E |
| Journal | INTERNATIONAL JOURNAL OF METADATA, SEMANTICS AND ONTOLOGIES |
| Pagination | 299 - 311 |
| Date Published | 2014 |
| Abstract | Knowledge Discovery in Databases (KDD) is a complex and computationally intensive process that requires a repeated interaction between tools and users, often in a distributed environment. Given the complexity of the process, both naïve and expert users need some support to effectively perform knowledge discovery. In this paper, we present a user- and knowledge-centric approach to support the design of KDD projects. Semantic technologies are exploited to support sharing and (re)use of KDD computational resources and processes in a distributed collaborative environment. In particular, functionalities for tool publishing, service and process discovery, and versioning of processes greatly enhance process management, and provide a learn-by-example and trial-and-test environment for collaborative KDD design. The systematic use of semantic information, a loosely coupled and layered service-oriented architecture and a cooperative and flexible approach results in a platform natively conceived for an open, distributed and collaborative environment. |