Observatorio de I+D+i UPM

Memorias de investigación
Research Project:
MINERIA DE DATOS CON PGMS: NUEVOS ALGORITMOS Y APLICACIONES. MD-PGMS-UPM
Year:2011
Research Areas
  • Artificial intelligence
Information
Abstract
Probabilistic graphical models (PGMs) are a competitive tool that allows discovering useful knowledge from data, and its posterior exploitation (by means of inference). Although the field of PGMs exhibits nowadays a high degree of maturity, more research is necessary to extend its applicability as a data mining tool to more complex problems in existing real-world applications, or solve new ones. In this project we propose a joint effort to advance to this research line, by means of a coordinated project formed by four groups that have previously demonstrated their research experience by making substantial contributions to the state-of-the-art on PGMs, and with a high degree of interconnection acquired by previous coordinated projects and collaborations. The main objective of this project is to advance in different topics related to PGMs, so that we will obtain better results than previous approaches, both because we enlarge the class of in-practice solvable problems, or because we face new/recent challenges. The core package of the algorithms to be developed has a direct application in several stages of the Knowledge Discovering from Databases (KDD) cycle, as preprocessing, (supervised and unsupervised) data mining and knowledge exploitation (inference). Also, during the development of these new algorithms we must bear in mind a set of challenging real applications we have selected to be included (and that serve as testbeds) in this project.
International
No
Project type
Proyectos y convenios en convocatorias públicas competitivas
Company
Ministerio de Innovación y Ciencia
Entity Nationality
ESPAÑA
Entity size
Pequeña Empresa (11-50)
Granting date
Participants
  • Director: Maria Concepcion Bielza Lozoya (UPM)
  • Participante: Pedro Maria Larrañaga Mugica (UPM)
  • Participante: Ruben Armañanzas Arnedillo (UPM)
  • Participante: Hanen Borchani (UPM)
  • Participante: Juan Antonio Fdez del Pozo De Salamanca (UPM)
  • Participante: Alfonso Ibáñez Martín (UPM)
  • Participante: Hossein Karshenas Najafabadi (UPM)
  • Participante: Pedro Luis Lopez Cruz (UPM)
  • Participante: Diego Vidaurre Henche (UPM)
Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: COMPUTATIONAL INTELLIGENCE GROUP
  • Centro o Instituto I+D+i: Centro de tecnología Biomédica CTB
  • Departamento: Inteligencia Artificial
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