Probabilistic Graphical Models (ProGraM)

ProGraM Projects and Collaborations

Applications of PGM to Dependability and Reliability

• ISIDE: Reliable Reactive Computing Systems for Industrial Applications: MIUR 2000-2002 co-funded project.
• Models and Tools for Dependability, Safety and Performance Analysis of Highly-Critical Complex Programmable Electronic Systems: in collaboration with ENEA (Italian Agency for Energy and Environment); ref: Ing. Michele Minichino
• Bayesian Networks in Relliability (2006-2007); in collaboration with Dept. of Computer and Information Science, NTNU ( Trondheim, Norway); ref: Prof. Helge Langseth

Dynamic Bayesian Networks for Autonomous FDIR (Fault Detection, Identification and Recovery)

• VERIFIM: Verification of Failure Impact by Model Checking: ESA funded project, in collaboration with Thales/Alenia (ref: Ing. Andrea Guiotto) and ESA/ESTEC (ref: Yuri Yushtein)

Bayesian Network Based Data Mining

• TraQuaSWine (in Italian): in collaboration with ICT Innovation Cluster, Piedmont Region 

Power Grid Cyber-security

• Modeling and analysis of attack/countermeasure processes in power grids based on Bayesian Networks; in collaboration with RSE: Ricerca sul Sistema Energetico

Recommender Systems based on PGM

• Recommendation of products and services, and case-based reasoning solutions based on Probabilistic Graphical Models; in collaboration with Inferendo