Research
Member of the research group Intelligent Systems and Datamining, belonging to Albacete Research Institute of Informatics I3A.
My work is mainly focused in the following research lines:
Evolutionary Computation
- Most of my former research was related to Estimation of Distribution Algorithms, concretelly, I studied parallel models, knowledge incorporation, and applications.
- I'm also interested in other families of algorithms such as:
- Genetic Algorithms
- Particle Swarm Optimization
- Ant Colony Optimization
- etc.
- I'm currently working with my research group in the LiO library, which implements many of these algorithms.
Datamining and Machine Learning
- Most of my research in this field is related to Feature Subset Selection in high dimmensional domains.
- Datamining by means of bayesian methods.
Bayesian Networks Learning
- We are currently working on efficient learning algorithms. In particular, we are mainly focusing in ordering-based algorithms.
Evolutionary Fuzzy Systems
- Efficient learning of rules in Linguistic Fuzzy Rule-based systems.
- Applications to confort.
Current Research Projects
-
ALGRA (Adaptative Learning of probabilistic GRAphical models in data mining and automatic personalisation)
Coordinated project with the University of Almería (Data Analysis research group) and the University of Granada (UTAI). Supporting institution: Spanish CICYT Department (TIN2004-06204-C03-03)
From: December 2004 To: December 2007
Project Manager: José Antonio Gámez. -
LiODist (New approaches to the study of distributed metaheuristics with applications to data mining problems)
Regional research project. Supporting institution: Spanish JCCM-Consejería de Ciencia y Tecnología (PBI05-022)
From: June 2005 to December 2007
Project Manager: José Miguel Puerta.
Past Research Projects:
ELVIRA II: Applications of Probabilistic Graphical Models.
Spanish Ministry of Science and Technology MCYT (TIC1501-2973-C05-05).
From December 2001 to December 2004.
LiO : Combinatory optimization and search techniques programming library. Applications to machine learning.
Spanish JCCM-Consejería de Ciencia y Tecnología and UCLM (PBC02-02).
From January 2002 to November 2005.
Project Manager: José Antonio Gámez.