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

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