Advances in Computational Intelligence : 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Cadiz, Spain, June 14-16, 2017, Proceedings, Part I

This two-volume set LNCS 10305 and LNCS 10306 constitutes the refereed proceedings of the 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, held in Cadiz, Spain, in June 2017. The 126 revised full papers presented in this double volume were carefully reviewed and selected from 199 submissions. The papers are organized in topical sections on Bio-inspired Computing; E-Health and Computational Biology; Human Computer Interaction; Image and Signal Processing; Mathematics for Neural Networks; Self-organizing Networks; Spiking Neurons; Artificial Neural Networks in Industry ANNI'17; Computational Intelligence Tools and Techniques for Biomedical Applications; Assistive Rehabilitation Technology; Computational Intelligence Methods for Time Series; Machine Learning Applied to Vision and Robotics; Human Activity Recognition for Health and Well-Being Applications; Software Testing and Intelligent Systems; Real World Applications of BCI Systems; Machine Learning in Imbalanced Domains; Surveillance and Rescue Systems and Algorithms for Unmanned Aerial Vehicles; End-User Development for Social Robotics; Artificial Intelligence and Games; and Supervised, Non-Supervised, Reinforcement and Statistical Algorithms. Front Matter....Pages I-XXIX Front Matter....Pages 1-1 A Parallel Swarm Library Based on Functional Programming....Pages 3-15 A Parallel Island Approach to Multiobjective Feature Selection for Brain-Computer Interfaces....Pages 16-27 Deep Belief Networks and Multiobjective Feature Selection for BCI with Multiresolution Analysis....Pages 28-39 IMOGA/SOM: An Intelligent Multi-objective Genetic Algorithm Using Self Organizing Map....Pages 40-51 Solving Scheduling Problems with Genetic Algorithms Using a Priority Encoding Scheme....Pages 52-61 Tuning of Clustering Search Based Metaheuristic by Cross-Validated Racing Approach....Pages 62-72 A Transformation Approach Towards Big Data Multilabel Decision Trees....Pages 73-84 Evolutionary Support Vector Regression via Genetic Algorithms: A Dual Approach....Pages 85-97 Front Matter....Pages 99-99 Analysis of Electroreception with Temporal Code-Driven Stimulation....Pages 101-111 A Novel Technique to Estimate Biological Parameters in an Epidemiology Problem....Pages 112-122 Breast Cancer Microarray and RNASeq Data Integration Applied to Classification....Pages 123-131 Deep Learning Using EEG Data in Time and Frequency Domains for Sleep Stage Classification....Pages 132-141 Front Matter....Pages 143-143 Application of an Eye Tracker Over Facility Layout Problem to Minimize User Fatigue....Pages 145-156 Active Sensing in Human Activity Recognition....Pages 157-166 Searching the Sky for Neural Networks....Pages 167-178 Front Matter....Pages 179-179 Non-linear Least Mean Squares Prediction Based on Non-Gaussian Mixtures....Pages 181-189 Synchronized Multi-chain Mixture of Independent Component Analyzers....Pages 190-198 Pooling Spike Neural Network for Acceleration of Global Illumination Rendering....Pages 199-211 Automatic Recognition of Daily Physical Activities for an Intelligent-Portable Oxygen Concentrator (iPOC)....Pages 212-221 Automatic Detection of Epiretinal Membrane in OCT Images by Means of Local Luminosity Patterns....Pages 222-235 Front Matter....Pages 179-179 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....Pages 236-245 Automatic Tool for Optic Disc and Cup Detection on Retinal Fundus Images....Pages 246-256 2C-SVM Based Radar Detectors in Gaussian and K-Distributed Real Interference....Pages 257-268 Uncertainty Analysis of ANN Based Spectral Analysis Using Monte Carlo Method....Pages 269-280 Using Deep Learning for Image Similarity in Product Matching....Pages 281-290 Enhanced Similarity Measure for Sparse Subspace Clustering Method....Pages 291-301 Front Matter....Pages 303-303 Neural Network-Based Simultaneous Estimation of Actuator and Sensor Faults....Pages 305-316 Exploring a Mathematical Model of Gain Control via Lateral Inhibition in the Antennal Lobe....Pages 317-326 Optimal Spherical Separability: Artificial Neural Networks....Pages 327-338 Pre-emphasizing Binarized Ensembles to Improve Classification Performance....Pages 339-350 Dynamics of Quaternionic Hopfield Type Neural Networks....Pages 351-361 Quasi-Newton Learning Methods for Quaternion-Valued Neural Networks....Pages 362-374 Exponential Stability for Delayed Octonion-Valued Recurrent Neural Networks....Pages 375-385 Forward Stagewise Regression on Incomplete Datasets....Pages 386-395 Convolutional Neural Networks with the F-transform Kernels....Pages 396-407 Class Switching Ensembles for Ordinal Regression....Pages 408-419 Attractor Basin Analysis of the Hopfield Model: The Generalized Quadratic Knapsack Problem....Pages 420-431 A Systematic Approach for the Application of Restricted Boltzmann Machines in Network Intrusion Detection....Pages 432-446 Selecting the Coherence Notion in Multi-adjoint Normal Logic Programming....Pages 447-457 Gaussian Opposite Maps for Reduced-Set Relevance Vector Machines....Pages 458-468 Front Matter....Pages 469-469 Massive Parallel Self-organizing Map and 2-Opt on GPU to Large Scale TSP....Pages 471-482 Finding Self-organized Criticality in Collaborative Work via Repository Mining....Pages 483-496 Capacity and Retrieval of a Modular Set of Diluted Attractor Networks with Respect to the Global Number of Neurons....Pages 497-506 Opposite-to-Noise ARTMAP Neural Network....Pages 507-519 Accuracy Improvement of Neural Networks Through Self-Organizing-Maps over Training Datasets....Pages 520-531 Front Matter....Pages 533-533 Computing with Biophysical and Hardware-Efficient Neural Models....Pages 535-547 A SpiNNaker Application: Design, Implementation and Validation of SCPGs....Pages 548-559 Smart Hardware Implementation of Spiking Neural Networks....Pages 560-568 An Extended Algorithm Using Adaptation of Momentum and Learning Rate for Spiking Neurons Emitting Multiple Spikes....Pages 569-579 Development of Doped Graphene Oxide Resistive Memories for Applications Based on Neuromorphic Computing....Pages 580-588 Front Matter....Pages 589-589 Performance Study of Different Metaheuristics for Diabetes Diagnosis....Pages 591-602 Randomized Neural Networks for Recursive System Identification in the Presence of Outliers: A Performance Comparison....Pages 603-615 Neural Network Overtopping Predictor Proof of Concept....Pages 616-625 Artificial Neural Networks Based Approaches for the Prediction of Mean Flow Stress in Hot Rolling of Steel....Pages 626-637 Front Matter....Pages 639-639 State of Health Estimation of Zinc Air Batteries Using Neural Networks....Pages 641-647 Bayesian Optimization of a Hybrid Prediction System for Optimal Wave Energy Estimation Problems....Pages 648-660 Hybrid Model for Large Scale Forecasting of Power Consumption....Pages 661-672 A Coral Reef Optimization Algorithm for Wave Height Time Series Segmentation Problems....Pages 673-684 Satellite Based Nowcasting of PV Energy over Peninsular Spain....Pages 685-697 A Study on Feature Selection Methods for Wind Energy Prediction....Pages 698-707 Front Matter....Pages 639-639 Combining Reservoir Computing and Over-Sampling for Ordinal Wind Power Ramp Prediction....Pages 708-719 Arbitrated Ensemble for Solar Radiation Forecasting....Pages 720-732 A Hybrid Neuro-Evolutionary Algorithm for Wind Power Ramp Events Detection....Pages 733-744 Back Matter....Pages 745-756 ....Pages 757-761 This two-volume set LNCS 7902 and 7903 constitutes the refereed proceedings of the 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, held in Puerto de la Cruz, Tenerife, Spain, in June 2013. The 116 revised papers were carefully reviewed and selected from numerous submissions for presentation in two volumes. The papers explore sections on mathematical and theoretical methods in computational intelligence, neurocomputational formulations, learning and adaptation emulation of cognitive functions, bio-inspired systems and neuro-engineering, advanced topics in computational intelligence and applications