Decision Support Methods And Models Group

DSMM Group: Expertise

Research on Decision Support Systems and Machine Learning with applications in the fields of environment, sustainable mobility, bioinformatics and control.

Topics:

  • Multi attribute analysis techniques with sensitivity and conflict analysis
  • Planning and management of innovative transport systems
  • Structuring and organizing the public decision process
  • Development of intelligent systems that learn from past experience
  • Realization of artificial models capable of extracting knowledge from data
  • Generation, analysis and implementation of learning techniques for intelligent systems
  • Rule generation and statistical analysis of data
  • Solution of pattern recognition and regression problems
  • Feature selection
  • Control of complexsystems
  • Design of experiments in deterministic learning
  • Implementation of ML models in small devices such as FPGA and microcontrollers
  • Integrated tools and methods for the specification and validation of complex, adaptive, or critical systems
  • Model checking techniques
  • SAT- and SMT-based verification techniques in general
  • Picture languages and 2D grammars and formalisms
  • Associative descriptions of programming languages

Applications:

  • Design, implementation and application of decision-support software tools
  • Technical support to strategic environmental assessment processes of plans at various scales
  • Assistance to negotiation processes involving multiple actors
  • Development of sustainability frameworks of complex programs
  • Design, test, validation and/or implementation of mobility management measures as bike sharing, dial a ride, carpooling, info traveler systems, road pricing
  • Analysis of biomedical and genetic data
  • Support for the diagnosis of pathologies
  • Selecting relevant genes in DNA microarray experiments
  • Analysis of complexsystem reliability
  • Design and development of electronic noses
  • Smart bandwidth management in packet networks
  • Home automation for the elderly and disabled