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Investigación en Redes de Neuronas Artificiales

Integrado dentro del Grupo de Excelencia de "Redes de Neuronas Artificiales y Sistemas Adaptativos" de la Facultad de Informática de A Coruña, el grupo S.A.B.I.A lleva realizando tareas de investigación en este campo desde los primeros años de la década de los 90, tanto desde el punto de vista eminentemente teórico como desde un punto de vista práctico.

Así, por una parte se han realizado trabajos en los que se busca la mejor configuración de los parámetros de funcionamiento (mediante integración con técnicas de CE), se han realizado estudios sobre la adaptación computacional de la funcionalidad de elementos fisiológicos como las glias, las activaciones temporales, etc.

En cuanto al aspecto más práctico, se han realizado aplicaciones de RNA para la resolución de problemas en los más diversos campos: diseño de antenas de satélites, selección de variables, estudio y evaluación de impacto mediambiental, etc.

Persona de contacto: Dorado de la Calle, Julián


[Publicaciones en esta area]


.: Publicaciones :.

Articulos Revista [79   items]

Fecha Articulo Revista
8-2016 Deep Artificial Neural Networks and Neuromorphic Chips for Big Data Analysis: Pharmaceutical and Bioinformatics Applications Int. J. Mol. Sci
1-2016 Early warning in egg production curves from commercial hens: A SVM approach Computers and Electronics in Agriculture
2-2015 Artificial Neuron-Glia Networks Learning Aproach Based on Cooperative Coevolution International Journal of Neural Systems
5-2014 Markov Mean Properties for Cell Death-Related Protein Classification Journal of Theoretical Biology
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)
5-2011 The ability of MEAs containing cultured neuroglial networks to process information Current Bioinformatics
4-2011 Artificial Astrocytes Improve Neural Network Performance PLoS ONE
2011 An artificial neural network improves the non-invasive diagnosis of significant fibrosis in HIV/HCV coinfected patients Journal of Infection
8-2010 Ontologies of Drug Discovery and Design for Neurology, Cardiology and Oncology Current Pharmaceutical Design
7-2010 Machine Learning Techniques for Single Nucleotide Polymorphism - Disease Classification Models in Schizophrenia Molecules
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
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 Artificial Neural Networks based on Brain Circuits Behaviour and Genetic Algorithms 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
6-2003 Neural Networks & Antennas Design: an Application for Avoiding Interferences Lecture Notes in Computer Science
4-2003 Prediction and Modelling of the Rainfall-Runoff Transformation of a Typical Urban Basin Using ANN and GP Applied Artificial Intelligence
8-2002 Avoiding Interference in Planar Arrays Through the Use of Artificial Neural Networks IEEE Antennas and Propagation Magazine
7-2002 Artificial Neural Networks Manipulation Server. Research on the Integration of Data Bases and Artificial Neural Networks Neural Computing & 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
8-1994 Artificial Neural Networks (ANNs) to Predict Antenatal Outcome. ANNs versus Expert Systems Official Journal of the International Organization for Medical Physics
1992 Casual Reasonig in Nuclear Medicine ISKE

Articulos Congreso [79   items]

Fecha Articulo Congreso
12-2015 Computational Models of the Brain MOL2NET, International Conference on Multidisciplinary Sciences
6-2011 Study of Strength Tests with Computer Vision Techniques IWINAC2011-4TH INTERNATIONAL WORKCONFERENCE on the INTERPLAY between Natural and ARTIFICIAL COMPUTATION
5-2011 Optimizing Team Performance in Professional Basketball: A Neural Net Analysis XIII IASE and III ESEA Conferences on Sports Economics.
9-2010 Studying the Behaviour and Applications of Neuroglial Biochips. Knowledge Management in Research Thematic Networks: REGICC, RGB, COMBIOMED and IBERO-NBIC.
3-2010 Sistemas Conexionistas Neurogliales Jornadas Internacionales sobre Sistemas Micro-Nano BIO y Sistemas NeuroGliales
4-2007 Automatic Design of ANNs by Means of GP for Data Mining Tasks: Iris Flower Classification Problem 8th International Conference, ICANNGA 2007
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)
10-2003 Selection of variables by Genetic Algorithms and Procrustes Rotation for Classifying Apple Beverages by FTIR and ANNs Conferentia Chemometrica 2003
6-2003 Neural Networks & Antennas Design: an Application for Avoiding Interferences 7 th International Work-Conference on Artificial and Natural Neural Networks (IWANN'03)
11-2002 Avoiding Interferences in Planar Arrays Through the use of Artificial Neural Networks Journées Internacionales de Nice Sur Les Antennes (JINA 2002)
9-2002 Transmisión de datos mediante el protocolo DICOM (Arquitectura SCP-SCU) VIII Congreso Nacional de Informática Médica, INFORMED 2000
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
11-2001 Clasificación de Refrescos y Zumos Comerciales de Manzana en Función de su Contenido Real en Zumo mediante Espectroscopia IR y Redes Neronales XV Encontro Galego Portugués de Química
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 Connectionist System for Music Interpretation International Joint Conference on Neural Networks (IJCNN'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)
6-1997 Enseñanza del enfoque conexionista de la Inteligencia Artificial en la Universidade da Coruña III Jornadas sobre la Enseñanza Universitaria de Informática
4-1997 Sistema Conexionista de Predicción de Señales Biomédicas a partir del Análisis de su Densidad Espectral II Congreso Naional de Informática de la Salud. Inforsalud 97
9-1996 Interactive Connectionist System For Rhytmic Prediction International Conference on Neural Information Processing (ICONIP 96)
7-1996 Detection of Patterns in Radiographs using ANN Designed and Trained with GA First Anual Conference on Genectic Programming 96 (GP'96)
7-1996 Methodology for the Construction of More Efficient Artificial Neural Networks by Means of Studying and Selecting the Training Set International Conference on Neural Networks (ICNN'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 Linking of an ANN with the EEIE Expert System to Identify Environmental Impacts World Congress on Neural Networks
5-1994 The Evaluation of Environmental Impact: Cooperative Systems European Conference on Artificial Neural Networks (ICANN'94)
5-1994 Artificial Neural Networks to Predict Antenatal Outcome ANN´s vs. Expert Systems World Congress on Medical Physics and Biomedical Engineering
4-1994 Connectionist System for Endodontic Pathology Detection World Congress on Computational Medicine, Public Health and Biotecnology
7-1993 El Conexionismo en las Ciencias Biomédicas Seminario de Inteligencia Artificial en Medicina. Universidad Internacional del Atlántico
11-1992 A Connectionist Approach to Predict Antenatal Outcome IEEE-EMBS
6-1992 Neural Networks Emory University
2-1992 Redes de Neuronas y Neuroglía Curso de Procesamiento de Información Biológico versus Artificial. Departamento de Inteligencia Artificial
1992 A Neural Network Approach to Assess Myocardial Infarction MEDINFO' 92
7-1991 Tutorial, Metodología y Estado del Arte de las Redes de Neuronas Artificiales Seminario de Tecnologías Informáticas de Vanguardia. Universidad Internacional del Atlántico
2-1991 Las Redes de Neuronas Artificiales y la Neuroglía Facultad de Informática de Madrid

Libros [79   items]

Fecha Libro Editorial
4-2010 Soft Computing Methods for Practical Environment Solutions: Techniques and Studies IGI Global
1996 Redes de Neuronas Artificiales y Algoritmos Genéticos Universidade da Coruña, Servicio de Publicacións
1991 Estructura, Dinámica y Aplicaciones de las Redes de Neuronas Artificiales Ramón Areces

Capitulos Libro [79   items]

Fecha Capitulo Libro Libro
2013 Multivariate Regression using Artificial Neural Networks and Support Vector Machines Basic Chemometric Techniques in Atomic Spectroscopy
4-2010 A Soft Computing Overview: Artificial Neural Networks and Evolutionary Computation Soft Computing Methods for Practical Environmental Solutions: Techniques and Studies
1-2009 Evolutionary Approaches to Variable Selection Encyclopedia of Artificial Intelligence
2009 Multivariate Regression using Artificial Neural Networks Basic Chemometri Techniques in Atomic Spectroscopy
2006 Several Approaches to Variable Selection by means of Genetic Algorithms Artificial Neural Networks in Real-Life Applications
2006 Development of ANN with Adaptative Connections by CE Artificial Neural Networks in Real-Life Applications
1-2003 Aplicaciones Médicas de la Inteligencia Artificial Manual de Informática Médica
1996 Integración de las Redes de Neuronas Artificiales con Lógica Difusa Redes de Neuronas Artificiales y Algoritmos Genéticos
1996 Procesamiento de señales usando Redes de neuronas Artificiales: Aplicaciones a señales biológicas Redes de Neuronas Artificiales y Algoritmos Genéticos
11-1994 Perspectiva Conexionista de la Inteligencia Artificial en Medicina Inteligencia Artificial en Medicina
SABIA
    .: SABIA :.  Sistemas Adaptativos y Bioinspirados en Inteligencia Artificial