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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