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