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14. IWANN 2017: Cadiz, Spain - Part I
- Ignacio Rojas, Gonzalo Joya, Andreu Català
:
Advances in Computational Intelligence - 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Cadiz, Spain, June 14-16, 2017, Proceedings, Part I. Lecture Notes in Computer Science 10305, Springer 2017, ISBN 978-3-319-59152-0
Bio-inspired Computing
- Fernando Rubio
, Alberto de la Encina
, Pablo Rabanal
, Ismael Rodríguez
:
A Parallel Swarm Library Based on Functional Programming. 3-15 - Julio Ortega, Dragi Kimovski
, John Q. Gan, Andrés Ortiz
, Miguel Damas
:
A Parallel Island Approach to Multiobjective Feature Selection for Brain-Computer Interfaces. 16-27 - Julio Ortega, Andrés Ortiz
, Pedro Martín-Smith
, John Q. Gan, Jesús González Peñalver
:
Deep Belief Networks and Multiobjective Feature Selection for BCI with Multiresolution Analysis. 28-39 - Subhradip Aon, Ashis Sau, Prasenjit Dey
, Tandra Pal
:
IMOGA/SOM: An Intelligent Multi-objective Genetic Algorithm Using Self Organizing Map. 40-51 - José Luis Subirats, Héctor Mesa
, Francisco Ortega-Zamorano
, Gustavo Juárez, José M. Jerez
, Ignacio J. Turias
, Leonardo Franco:
Solving Scheduling Problems with Genetic Algorithms Using a Priority Encoding Scheme. 52-61 - Thiago Henrique Lemos Fonseca, Alexandre César Muniz de Oliveira:
Tuning of Clustering Search Based Metaheuristic by Cross-Validated Racing Approach. 62-72 - Antonio Jesús Rivera Rivas, Francisco Charte Ojeda, Francisco Javier Pulgar
, María José del Jesus
:
A Transformation Approach Towards Big Data Multilabel Decision Trees. 73-84 - Shara S. A. Alves, Madson Luiz Dantas Dias, Ajalmar R. da Rocha Neto, Ananda L. Freire:
Evolutionary Support Vector Regression via Genetic Algorithms: A Dual Approach. 85-97
E-Health and Computational Biology
- Angel Lareo, Caroline G. Forlim
, Reynaldo D. Pinto, Pablo Varona
, Francisco B. Rodríguez
:
Analysis of Electroreception with Temporal Code-Driven Stimulation. 101-111 - Antone dos Santos Benedito, Fernando Luiz Pio dos Santos
:
A Novel Technique to Estimate Biological Parameters in an Epidemiology Problem. 112-122 - Daniel Castillo
, Juan Manuel Galvez
, Luis Javier Herrera, Ignacio Rojas
:
Breast Cancer Microarray and RNASeq Data Integration Applied to Classification. 123-131 - Martí Manzano, Alberto Guillén
, Ignacio Rojas
, Luis Javier Herrera:
Deep Learning Using EEG Data in Time and Frequency Domains for Sleep Stage Classification. 132-141
Human Computer Interaction
- Juan García-Saravia
, Lorenzo Salas-Morera
, Laura García-Hernández
, Adoración Antolí Cabrera
:
Application of an Eye Tracker Over Facility Layout Problem to Minimize User Fatigue. 145-156 - Alfredo Nazábal, Antonio Artés-Rodríguez
:
Active Sensing in Human Activity Recognition. 157-166 - Erich Schikuta
, Abdelkader Magdy, Irfan Ul Haq, A. Baith Mohamed, Benedikt Pittl, Werner Mach:
Searching the Sky for Neural Networks. 167-178
Image and Signal Processing
- Gonzalo Safont
, Addisson Salazar
, Alberto Rodriguez
, Luis Vergara:
Non-linear Least Mean Squares Prediction Based on Non-Gaussian Mixtures. 181-189 - Gonzalo Safont
, Addisson Salazar
, Ahmed Bouziane
, Luis Vergara:
Synchronized Multi-chain Mixture of Independent Component Analyzers. 190-198 - Joseph Constantin, André Bigand, Ibtissam Constantin:
Pooling Spike Neural Network for Acceleration of Global Illumination Rendering. 199-211 - Daniel Sánchez Morillo
, Osama Olaby
, Miguel Ángel Fernández Granero
, Antonio León Jiménez:
Automatic Recognition of Daily Physical Activities for an Intelligent-Portable Oxygen Concentrator (iPOC). 212-221 - Sergio Baamonde
, Joaquim de Moura
, Jorge Novo
, Marcos Ortega
:
Automatic Detection of Epiretinal Membrane in OCT Images by Means of Local Luminosity Patterns. 222-235 - Jiri Blahuta, Tomás Soukup
, Jiri Martinu:
An Expert System Based on Using Artificial Neural Network and Region-Based Image Processing to Recognition Substantia Nigra and Atherosclerotic Plaques in B-Images: A Prospective Study. 236-245 - Miguel Ángel Fernández Granero
, María Auxiliadora Sarmiento-Vega, Anabel Isabel García, Daniel Sánchez Morillo
, Soledad Jiménez
, Pedro Alemany
, Irene Fondón:
Automatic Tool for Optic Disc and Cup Detection on Retinal Fundus Images. 246-256 - David de la Mata-Moya, María-Pilar Jarabo-Amores
, Manuel Rosa-Zurera
, Javier Rosado-Sanz
, Nerea del-Rey-Maestre:
2C-SVM Based Radar Detectors in Gaussian and K-Distributed Real Interference. 257-268 - José Ramón Salinas, Francisco García-Lagos, Javier Díaz de Aguilar, Gonzalo Joya, Francisco Sandoval:
Uncertainty Analysis of ANN Based Spectral Analysis Using Monte Carlo Method. 269-280 - Mario Rivas-Sánchez, Maria De La Paz Guerrero-Lebrero, Elisa Guerrero Vázquez
, Guillermo Bárcena-Gonzalez
, Jaime Martel, Pedro L. Galindo
:
Using Deep Learning for Image Similarity in Product Matching. 281-290 - Sabra Hechmi, Abir Gallas, Ezzeddine Zagrouba
:
Enhanced Similarity Measure for Sparse Subspace Clustering Method. 291-301
Mathematics for Neural Networks
- Marcin Pazera
, Marcin Witczak
, Marcin Mrugalski
:
Neural Network-Based Simultaneous Estimation of Actuator and Sensor Faults. 305-316 - Aaron Montero
, Thiago Mosqueiro, Ramón Huerta, Francisco B. Rodríguez
:
Exploring a Mathematical Model of Gain Control via Lateral Inhibition in the Antennal Lobe. 317-326 - Rama Murthy Garimella, Ganesh Yaparla, Rhishi Pratap Singh:
Optimal Spherical Separability: Artificial Neural Networks. 327-338 - Lorena Álvarez-Pérez, Anas Ahachad, Aníbal R. Figueiras-Vidal:
Pre-emphasizing Binarized Ensembles to Improve Classification Performance. 339-350 - Rama Murthy Garimella, Anil Rayala:
Dynamics of Quaternionic Hopfield Type Neural Networks. 351-361 - Calin-Adrian Popa
:
Quasi-Newton Learning Methods for Quaternion-Valued Neural Networks. 362-374 - Calin-Adrian Popa
:
Exponential Stability for Delayed Octonion-Valued Recurrent Neural Networks. 375-385 - Marcelo B. A. Veras, Diego P. P. Mesquita, João P. P. Gomes, Amauri H. Souza Júnior, Guilherme A. Barreto
:
Forward Stagewise Regression on Incomplete Datasets. 386-395 - Vojtech Molek
, Irina Perfilieva
:
Convolutional Neural Networks with the F-transform Kernels. 396-407 - Pedro Antonio Gutiérrez
, María Pérez-Ortiz
, Alberto Suárez:
Class Switching Ensembles for Ordinal Regression. 408-419 - Lucas García
, Pedro M. Talaván, Javier Yáñez:
Attractor Basin Analysis of the Hopfield Model: The Generalized Quadratic Knapsack Problem. 420-431 - Arnaldo Gouveia, Miguel Correia:
A Systematic Approach for the Application of Restricted Boltzmann Machines in Network Intrusion Detection. 432-446 - Ma Eugenia Cornejo, David Lobo
, Jesús Medina
:
Selecting the Coherence Notion in Multi-adjoint Normal Logic Programming. 447-457 - Lucas Silva de Sousa, Ajalmar Rêgo da Rocha Neto:
Gaussian Opposite Maps for Reduced-Set Relevance Vector Machines. 458-468
Self-organizing Networks
- Wenbao Qiao
, Jean-Charles Créput:
Massive Parallel Self-organizing Map and 2-Opt on GPU to Large Scale TSP. 471-482 - Juan Julián Merelo Guervós, Pedro A. Castillo
, Mario García Valdez
:
Finding Self-organized Criticality in Collaborative Work via Repository Mining. 483-496 - Mario González
, David Dominguez
, Ángel Sánchez, Francisco B. Rodríguez
:
Capacity and Retrieval of a Modular Set of Diluted Attractor Networks with Respect to the Global Number of Neurons. 497-506 - Alan Matias, Ajalmar R. da Rocha Neto, Atslands Rego da Rocha
:
Opposite-to-Noise ARTMAP Neural Network. 507-519 - Daniel Gutierrez-Galan
, Juan Pedro Dominguez-Morales
, Ricardo Tapiador-Morales, Antonio Rios-Navarro
, Manuel Jesus Domínguez-Morales
, Angel Jiménez-Fernandez, Alejandro Linares-Barranco
:
Accuracy Improvement of Neural Networks Through Self-Organizing-Maps over Training Datasets. 520-531
Spiking Neurons
- Konstantin Selyunin, Ramin M. Hasani
, Denise Ratasich, Ezio Bartocci
, Radu Grosu:
Computing with Biophysical and Hardware-Efficient Neural Models. 535-547 - Brayan Cuevas-Arteaga, Juan Pedro Dominguez-Morales
, Horacio Rostro-González
, Andrés Espinal
, Angel Jiménez-Fernandez, Francisco Gomez-Rodriguez, Alejandro Linares-Barranco
:
A SpiNNaker Application: Design, Implementation and Validation of SCPGs. 548-559 - Fabio Galán-Prado, Josep L. Rosselló
:
Smart Hardware Implementation of Spiking Neural Networks. 560-568 - Yuling Luo, Qiang Fu
, Junxiu Liu, Jim Harkin
, Liam McDaid, Yi Cao
:
An Extended Algorithm Using Adaptation of Momentum and Learning Rate for Spiking Neurons Emitting Multiple Spikes. 569-579 - Marina Sparvoli
, Mauro F. P. Silva, Mario Gazziro:
Development of Doped Graphene Oxide Resistive Memories for Applications Based on Neuromorphic Computing. 580-588
Artificial Neural Networks in Industry ANNI'17
- Fatima Bekaddour, Mohamed Ben Rahmoune, Salim Chikhi, Ahmed Hafaifa
:
Performance Study of Different Metaheuristics for Diabetes Diagnosis. 591-602 - César Lincoln C. Mattos, Guilherme A. Barreto
, Gonzalo Acuña
:
Randomized Neural Networks for Recursive System Identification in the Presence of Outliers: A Performance Comparison. 603-615 - Alberto Alvarellos
, Enrique Peña
, Andrés Figuero
, José Sande
, Juan R. Rabuñal
:
Neural Network Overtopping Predictor Proof of Concept. 616-625 - Marco Vannucci
, Valentina Colla, Vincenzo Iannino
:
Artificial Neural Networks Based Approaches for the Prediction of Mean Flow Stress in Hot Rolling of Steel. 626-637
Machine Learning for Renewable Energy Applications
- Andre Loechte, Daniel Heming, Klaus T. Kallis
, Peter Glösekötter
:
State of Health Estimation of Zinc Air Batteries Using Neural Networks. 641-647 - Laura Cornejo-Bueno
, Eduardo C. Garrido-Merchán
, Daniel Hernández-Lobato, Sancho Salcedo-Sanz:
Bayesian Optimization of a Hybrid Prediction System for Optimal Wave Energy Estimation Problems. 648-660 - Wael Alkhatib, Alaa Alhamoud
, Doreen Böhnstedt, Ralf Steinmetz
:
Hybrid Model for Large Scale Forecasting of Power Consumption. 661-672 - Antonio Manuel Durán-Rosal
, David Guijo-Rubio
, Pedro Antonio Gutiérrez
, Sancho Salcedo-Sanz, César Hervás-Martínez:
A Coral Reef Optimization Algorithm for Wave Height Time Series Segmentation Problems. 673-684 - Alejandro Catalina, Alberto Torres-Barrán
, José R. Dorronsoro:
Satellite Based Nowcasting of PV Energy over Peninsular Spain. 685-697 - Rubén Martín-Vázquez, Ricardo Aler
, Inés María Galván
:
A Study on Feature Selection Methods for Wind Energy Prediction. 698-707 - Manuel Dorado-Moreno, Laura Cornejo-Bueno
, Pedro Antonio Gutiérrez
, Luis Prieto, Sancho Salcedo-Sanz, César Hervás-Martínez:
Combining Reservoir Computing and Over-Sampling for Ordinal Wind Power Ramp Prediction. 708-719 - Vítor Cerqueira
, Luís Torgo
, Carlos Soares
:
Arbitrated Ensemble for Solar Radiation Forecasting. 720-732 - Francisco Charte Ojeda, Inmaculada Romero, Antonio Jesús Rivera Rivas, Eulogio Castro:
Modeling the Transformation of Olive Tree Biomass into Bioethanol with Reg-CO ^2 RBFN. 733-744 - Laura Cornejo-Bueno
, Adrián Aybar-Ruíz, Carlos Camacho-Gómez, Luis Prieto, Alberto Barea-Ropero, Sancho Salcedo-Sanz:
A Hybrid Neuro-Evolutionary Algorithm for Wind Power Ramp Events Detection. 745-756
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