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Data, Models, Information, Decisions

DMID

The Data, Models, Information and Decisions department aims to link:

  • Complex phenomena and systems (natural phenomena, dynamic systems, socio-technical systems) that generate large amounts of data
  • The mathematical and statistical modeling of these phenomena and systems, with the models themselves becoming scientific objects of study
  • The extraction of information from this data using data mining or machine learning algorithms
  • Informed decision-making supported by this information, by providing analytical and operational decision support to human decision-makers

The analysis of the complexity and the modeling of these systems, the massive data collection, the algorithmic processing and the decision support thus form a virtuous loop. The identified optimal decisions can in turn influence the initial complex phenomena.

Some application areas include: robot operations, large industrial systems, human behavior, seafloors, energy systems, transportation, etc.

Through this approach, DMID researchers aim to understand and solve the challenges posed by increasingly complex systems in a data-centric world, using a systemic approach that integrates different stakeholders. 

Loop

Figure:the loop integrating the cluster's 4 objects of study (data, models, information and decisions), as well as the 2 disciplinary fields involved (data and decision sciences).

The department comprises 2 teams: DECIDE, whose DNA is to make the link between data and decision-making, while keeping the stakeholders and decision makers at the heart of the proposed solutions, and MATRIX, which develops new methods for learning, modeling and understanding temporally and spatially structured information.

Contacts

Patrick Meyer, head of the DMID department

Romain Billot, head of the DECIDE team

Gilles Le Chenadec, head of the MATRIX team

 

 

Teams
DECIDE
From data to decision

37 Researchers

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MATRIX
Models and AlgoriThms for pRocessIng and eXtracting information

18 Researchers

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News
Latest announcements

Emerging Optimization methods: from metaheuristics to quantum approaches

DECIDE  

A third school on quantum optimization was held in Troyes from April 17 to 21, 2023 in conjunction with the 21st EU/ME (European Metaheuristics Community) meeting. As its title indicates, the goal was to highlight emerging optimization methods in me…

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Machine learning on massive bathymetric data for the optimization of hydrographic survey systems

DECIDE  

Julian Le Deunf brilliantly defended his thesis "Machine learning on massive bathymetric data for the optimization of hydrographic survey systems" on Monday December 12, 2022. This work was carried out within the LUSSI department of IMT Atlantique an…

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PhD Defense Mohadese Basirati

DECIDE  

We are pleased to announce the defense of Mohadese Basirati's thesis, which will take place on 02/12/2022 at 10:00 am at IMT Atlantique, Campus de Brest, Petit Amphi DF. The thesis is entitled "Zoning management in marine spatial planning: agent-base…

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