Observatorio de I+D+i UPM

Memorias de investigación
Proyecto de I+D+i:
MINERIA DE DATOS CON PGMS: NUEVOS ALGORITMOS Y APLICACIONES. MD-PGMS-UPM
Año:2013
Áreas de investigación
  • Inteligencia artificial
Datos
Descripción
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.
Internacional
No
Tipo de proyecto
Proyectos y convenios en convocatorias públicas competitivas
Entidad financiadora
Ministerio de Innovación y Ciencia
Nacionalidad Entidad
ESPAÑA
Tamaño de la entidad
Desconocido
Fecha concesión
Esta actividad pertenece a memorias de investigación
Participantes
  • Director: Maria Concepcion Bielza Lozoya (UPM)
  • Participante: Pedro Maria Larrañaga Mugica (UPM)
  • Participante: Ruben Armañanzas Arnedillo (UPM)
  • Participante: Juan Antonio Fdez del Pozo De Salamanca (UPM)
  • Participante: Pedro Luis Lopez Cruz (UPM)
  • Participante: Hossein Karshenas Najafabadi (UPM)
  • Participante: Bojan Mihaljevic (UPM)
  • Participante: Luis Pelayo Guerra Velasco (UPM)
  • Participante: Laura Anton Sanchez (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: COMPUTATIONAL INTELLIGENCE GROUP
  • Departamento: Inteligencia Artificial
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