Investigación en Computación Evolutiva

Mediados los años 90 dentro del grupo S.A.B.I.A se comenzó a investigar en el campo de la Computación Evolutiva. Partiendo de la base existente en el trabajo con Redes de Neuronas Artificiales (RNA) se comenzó realizando trabajos en los que, mediante la integración con Algoritmos Genéticos (AAGG), se desarrollaron modelos que facilitasen la construcción y entrenamiento de dichas redes. Posteriormente se fue ampliando abanico de aplicaciones, destacando dos áreas: AAGG especializados para búsqueda homogénea y multimodal; y AAGG orientados a la selección de variables.

Pocos años después comienzan a realizarse trabajos con Programación Genética (PG), principalmente en temas orientados a la extracción de reglas que permitan explicar de forma sencilla el funcionamiento de las RNA.

Contacto: Dorado de la Calle, Julián

[Publicaciones en esta area]

.: Publicaciones :.

Articulos Revista [66 items]

Fecha	Articulo	Revista
2-2012	Computational models of neuron-astrocyte interactions lead to improved efficacy in the performance of neural networks	Computational and Mathematical Methods in Medicine (Issue: Methodological Advances in Brain Connectivity)
4-2011	Artificial Astrocytes Improve Neural Network Performance	PLoS ONE
11-2010	Optimal adjustment of EC-2 shear formulation for concrete elements without web reinforcement using Genetic Programming	Engineering Structures
7-2010	Machine Learning Techniques for Single Nucleotide Polymorphism - Disease Classification Models in Schizophrenia	Molecules
12-2007	Chemically driven variable selection by focused multimodal genetic algorithms in mid-IR spectra	Analytical and Bioanalytical Chemistry
6-2007	A New Hybrid Evolutionary Mechanism Based on Unsupervised Learnig for Connectionist Systems	Neurocomputing
4-2007	Automatic Design of ANNs by Means of GP for Data Mining Tasks: Iris Flower Classification Problem	Lecture Notes in Computer Science
4-2007	Genetic-Greedy Hybrid Approach for Topological Active Nets Optimization	LNCS. Adaptative and Natural Computing Algorithms Editorial
9-2006	Topological active nets optimization using genetic algorithms	LNCS. Image Análisis and Recognition
6-2005	Diversity and Multimodal Search with a Hybrid Two-Population GA: An Application to ANN Development	Lecture Notes in Computer Science. Computacional Intelligence and Bioinspired System
6-2005	Time Series Forecast with Anticipation using Genetic Programming	Lecture Notes in Computer Science. Computacional Intelligence and Bioinspired System
9-2004	Classification of Apple Beverages using Artificial Neural Networks with Previous Variable Selection	Analytica Chimica Acta
8-2003	An Application Framework for Building Evolutionary Computer Systems in Music	Leonardo. Journal of the International Society for the Arts, Sciences and Technology
4-2003	Prediction and Modelling of the Rainfall-Runoff Transformation of a Typical Urban Basin Using ANN and GP	Applied Artificial Intelligence
4-2002	Prediction and Modelling of the Flow of a Typical Urban Basin through Genetic Programming	Lecture Notes in Computer Science. Aplications of Evolutionary Computing
10-2001	Hybrid Two-Population Genetic Algorithm	Lecture Notes in Computer Science.Computational Intelligence,theory and applications
2001	Multilevel Genetic Algorithm for the complete development of ANN	Lecture Notes in Computer Science
1998	Algoritmos genéticos para el entrenamiento de redes de neuronas artificiales (RNA) recurrentes con activaciones temporales	INTELIGENCIA ARTIFICIAL.Revista Iberoamericana de Inteligencia Artificial

Articulos Congreso [66 items]

Fecha	Articulo	Congreso
12-2015	Genetic Algorihtms with Fine Tuning	MOL2NET, International Conference on Multidisciplinary Sciences
6-2011	Aplicación de la técnica presa-predador en Algoritmos Genéticos con Agrupación en Especies para la resolución de problemas multimodales	6ª Conferencia Ibérica de Sistemas y Tecnologías de la Información (CISTI 2011)
5-2011	Optimizing Team Performance in Professional Basketball: A Neural Net Analysis	XIII IASE and III ESEA Conferences on Sports Economics.
1-2010	Two-Population Genetic Algorithm: an Approach to Improve the Population Diversity	International Conference on Agents and Artificial Intelligence (ICAART 2010)
11-2008	Aplicación de Técnicas de Programación Genética en la determinación de funciones de fluencia	IV Congreso Internacional de Estructuras
9-2007	A Computational Morphogenesis Approach to Simple Structure Development	European Conference on Artificial Life (ECAL07)
4-2007	Automatic Design of ANNs by Means of GP for Data Mining Tasks: Iris Flower Classification Problem	8th International Conference, ICANNGA 2007
4-2007	Genetic-Greedy Hybrid Approach for Topological Active Nets Optimization	8th International Conference, ICANNGA 2007
9-2006	Topological Active Nets Optimization Using Genetic Algorithms	Third International Conference, ICIAR 2006
8-2006	Description of RANNs and their Generalisation Capabilities by Means of Rule Extraction by Genetic Programming	IASTED International Conference on Artificial Intelligence and Soft Computing (ASC 2006)
8-2006	Selección de Variables en Espectrometría IR	Jornadas Internacionales de Divulgación de la Actividad Investigadora: "Investigación en Biotic"
8-2006	RNAs aplicadas al Diseño de Antenas & Sistema Celular para Procesado de Información y Morfogénesis de Estructuras	Jornadas Internacionales de Divulgación de la Actividad Investigadora: "Actividades de Investigación en Biotic"
6-2005	Diversity and Multimodal Search with a Hybrid Two-Population GA: An Application to ANN Development	8th International Work-Conference on Artificial Neural Networks (IWANN'2005)
6-2005	Time Series Forecast with Anticipation Using Genetic Programming	8th International Work-Conference on Artificial Neural Networks (IWANN 2005)
2-2004	Desarrollo de un Sistema Orientado a Objetos de PG Distribuida usando Java y CORBA	Tercer Congreso Nacional sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB'04)
2-2004	Exploración sistemática del espacio de búsqueda mediante un Algoritmo Genético de 2 poblaciones	Tercer Congreso Nacional sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB'04)
2-2004	Distributed Genetic Programming by an Object Oriented System using Java and Corba	Parallel and Distributing Computing and Networks (PDCN'04)
10-2003	Comparing two modes of Genetic Algorithms to select individual FT-IR Spectral Variables	VIII International Symphosium on Analytical Methodology in the Environmental Field (ISAMEF'03)
10-2003	Selection of variables by Genetic Algorithms and Procrustes Rotation for Classifying Apple Beverages by FTIR and ANNs	Conferentia Chemometrica 2003
2-2003	Distribución de evaluaciones en Algoritmos Genéticos: aplicación para selección de variables en espectrometría IR	Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB'03)
2-2003	Dos librerías de propósito general para el desarrollo de problemas en AAGG y PG	II Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB'03)
5-2002	Automatic recurrent ANN rule extraction with Genetic programming	International Joint Conference on Neural Networks (IJCNN 2002)
4-2002	Selección de Variables en Espectroscopía IR mediante Algoritmos Genéticos para Clasificar Zumos de Manzana en Función de su Concentración de Azúcares	V Reunión Nacional del Grupo de Espectroscopía Analítica
4-2002	Prediction and Modelling of the Flow of a Typical Urban Basin through Genetic Programming	EvoIASP 2002
2-2002	Algoritmo Genético de dos Poblaciones para Búsqueda Homogénea en el espacio de Soluciones	Primer Congreso Español de Algoritmos Evolutivos y Bioinspirados (AEB'02)
10-2001	Hybrid two-population genetic algorithm	7th Fuzzy International Conference on Computational Intelligence
8-2001	Ajuste de Parámetros de AG para el Entrenamiento de RNA	Congreso Internacional en Inteligencia Computacional (CIIC-2001)
6-2001	Multilevel Genetic Algorithm for the complete development of ANN	6th International Work Conference on Artificial and Natural Neural Networks IWANN 2001
7-2000	Automatic Selection of the Training Set with Genetic Algorithm for Training Artificial Neural Networks	Genetic and Evolutionary Computation Conference (GECCO 2000)
11-1999	AG paralelo multinivel para el desarrollo de RR.NN.AA	VIII Conferencia de la Asociación Española para la Inteligencia artificial CAEPIA´99
7-1999	Training of Recurrent ANN with Time Decreased Activation by GA to the Forecast in Dynamic Problems	World Multiconferece on Systemics, Cybernetics and Informatics (SCI 99/ISAS 99)
7-1999	Optimization of GA parameters to train recurrent ANN through weight adjustment and selection of activation functions	Genetic and Evolutionary Computation Conference (GECCO-99) at the 8th International Conference on Genetic Algorithms/4th Annual Genetic Programming Conference
7-1999	Search and Generation of Heuristic Rules of Experience for the Simplification of ANN Training with Genetic Algorithm	Genetic and Evolutionary Computation Conference GECCO'99
11-1997	AG para el entrenamiento de RNA recurrentes con activaciones temporales	7ª Conferencia de la Asociación Española para la Inteligencia Artificial. (CAEPIA'97)
7-1996	Detection of Patterns in Radiographs using ANN Designed and Trained with GA	First Anual Conference on Genectic Programming 96 (GP'96)
4-1996	Mixing AI techniques (ANN & GA) to Recognize Hip-joint Patterns in X-Ray Image	4º Congreso Internacional Portugués de Engenharia Biomédica (BIOENG'96)
4-1995	Redes de Neuronas Artificiales y Lógica Difusa. RNA y Algoritmos Genéticos
6-1994	Oscillating Problem in Genetics Algorithms	3th Turkish Symposium on Artificial Intelligence and Neural Networks

Libros [66 items]

Fecha	Libro	Editorial
12-2010	Genetic Algorithms: key concepts and examples	Lambert Academic Publishing
4-2010	Soft Computing Methods for Practical Environment Solutions: Techniques and Studies	IGI Global
2010	Introducción a los Algoritmos Genéticos y la Programación Genética	Servizo de Publicacións Universidade da Coruña
1996	Redes de Neuronas Artificiales y Algoritmos Genéticos	Universidade da Coruña, Servicio de Publicacións

Capitulos Libro [66 items]

Fecha	Capitulo Libro	Libro
4-2010	A Soft Computing Overview: Artificial Neural Networks and Evolutionary Computation	Soft Computing Methods for Practical Environmental Solutions: Techniques and Studies
7-2009	Artificial cell systems based in Gene Expression Protein effects	Advancing Artificial Intelligence through Biological Process Applications
1-2009	Gene Regulation Network Use for Information Processing	Encyclopedia of Artificial Intelligence
1-2009	Evolutionary Approaches to Variable Selection	Encyclopedia of Artificial Intelligence
2006	Several Approaches to Variable Selection by means of Genetic Algorithms	Artificial Neural Networks in Real-Life Applications
1996	Distintas variantes de diseño de Algoritmos Genéticos y de optimización de su funcionamiento	Redes de Neuronas Artificiales y Algoritmos Genéticos

SABIA

.: SABIA :. Sistemas Adaptativos y Bioinspirados en Inteligencia Artificial