Computer Science

Knowledge Discovery and Management
 
Description
The DII research group on Knowledge Discovery and Management focuses on methodologies and systems for business intelligence (data warehouse, data mining), business innovation, semantic enterprise interoperability, collaborative distributed systems. The group has gained years of experience in data mining field, ranging from pre-processing to model induction methods. In particular, the group has developed and continuously improves the Bayes Vector Quantizer (BVQ) algorithm, a multi-class cost-sensitive learning technique for the design of optimal classifiers and the definition of optimal sets of features in risk-based, class-unbalanced domains. The group develops semantic models for the semantic enrichment of structured objects, like Data Mining models, processes, and Key Performance Indicators. This research is aimed at supporting interoperability of managerial activities in distributed collaborative environments. At present these interdisciplinary competencies are exploited in the design and development of two support systems, the KDDVM platform for the collaborative design and execution of knowledge discovery and e-science experiments, and the BIVEE platform for Open Innovation in business ecosystems.
Laboratory Information Systems and Databases at DII
Contact PersonClaudia DiamantiniDomenico Potena
Collaborations:
  • University of Dayton, USA - European Virtual Laboratory for Enterprise Interoperability, EU
  • Bremer Institut Fuer Production Und Logistik, Germany
  • Software Research and Development Center, Middle East Technical University, Turkey
  • Centre for Mathematics and Computer Science (CWI), Amsterdam, The Netherlands
  • CNR, Italy
    Projects:
    • FP7-2011-NMP-ICT-FoF BIVEE: Business Innovation and Virtual Enterprise Environments (2011-2014)
    • Regional project (l.598 Marche) Easy Life: Soluzione per il supporto alla fascia debole della popolazione. In collaboration with PAL s.r.l. (2011-2013)
    • Secondment program of the FP7-248583 Coordination Action UNITE: UpgradiNg ICT excellence by strengthening cooperation between research Teams in an enlarged Europe (2010-2013)
    People: