Intelligent Data Engineering and Automated Learning -- IDEAL 2014 : 15th International Conference, Salamanca, Spain, September 10-12, 2014, Proceedings

This Book Constitutes The Refereed Proceedings Of The 15th International Conference On Intelligent Data Engineering And Automated Learning, Ideal 2014, Held In Salamanca, Spain, In September 2014. The 60 Revised Full Papers Presented Were Carefully Reviewed And Selected From About 120 Submissions. These Papers Provided A Valuable Collection Of Recent Research Outcomes In Data Engineering And Automated Learning, From Methodologies, Frameworks, And Techniques To Applications. In Addition The Conference Provided A Good Sample Of Current Topics From Methodologies, Frameworks, And Techniques To Applications And Case Studies. The Techniques Include Computational Intelligence, Big Data Analytics, Social Media Techniques, Multi-objective Optimization, Regression, Classification, Clustering, Biological Data Processing, Text Processing, And Image/video Analysis. Edited By Emilio Corchado, José A. Lozano, Héctor Quintián, Hujun Yin. Front Matter....Pages - MLeNN: A First Approach to Heuristic Multilabel Undersampling....Pages 1-9 Development of Eye-Blink Controlled Application for Physically Handicapped Children....Pages 10-17 Generation of Reducts Based on Nearest Neighbor Relation....Pages 18-26 Automatic Content Related Feedback for MOOCs Based on Course Domain Ontology....Pages 27-35 User Behavior Modeling in a Cellular Network Using Latent Dirichlet Allocation....Pages 36-44 Sample Size Issues in the Choice between the Best Classifier and Fusion by Trainable Combiners....Pages 45-52 On Interlinking Linked Data Sources by Using Ontology Matching Techniques and the Map-Reduce Framework....Pages 53-60 Managing Borderline and Noisy Examples in Imbalanced Classification by Combining SMOTE with Ensemble Filtering....Pages 61-68 TweetSemMiner: A Meta-Topic Identification Model for Twitter Using Semantic Analysis....Pages 69-76 Use of Empirical Mode Decomposition for Classification of MRCP Based Task Parameters....Pages 77-84 Diversified Random Forests Using Random Subspaces....Pages 85-92 Fast Frequent Pattern Detection Using Prime Numbers....Pages 93-101 Multi-step Forecast Based on Modified Neural Gas Mixture Autoregressive Model....Pages 102-109 LBP and Machine Learning for Diabetic Retinopathy Detection....Pages 110-117 Automatic Validation of Flowmeter Data in Transport Water Networks: Application to the ATLLc Water Network....Pages 118-125 Data Analysis for Detecting a Temporary Breath Inability Episode....Pages 126-133 CPSO Applied in the Optimization of a Speech Recognition System....Pages 134-141 Object-Neighbourhood Clustering Ensemble Method....Pages 142-149 A Novel Recursive Kernel-Based Algorithm for Robust Pattern Classification....Pages 150-157 Multi-Objective Genetic Algorithms for Sparse Least Square Support Vector Machines....Pages 158-166 Pixel Classification and Heuristics for Facial Feature Localization....Pages 167-174 A New Appearance Signature for Real Time Person Re-identification....Pages 175-182 A New Hand Posture Recognizer Based on Hybrid Wavelet Network Including a Fuzzy Decision Support System....Pages 183-190 Sim-EA: An Evolutionary Algorithm Based on Problem Similarity....Pages 191-198 Multiobjective Dynamic Constrained Evolutionary Algorithm for Control of a Multi-segment Articulated Manipulator....Pages 199-206 Parameter Dependence in Cumulative Selection....Pages 207-214 Explanatory Inference under Uncertainty....Pages 215-222 A Novel Ego-Centered Academic Community Detection Approach via Factor Graph Model....Pages 223-230 Intelligent Promotions Recommendation System for Instaprom Platform....Pages 231-238 Kernel K -Means Low Rank Approximation for Spectral Clustering and Diffusion Maps....Pages 239-246 Linear Regression Fisher Discrimination Dictionary Learning for Hyperspectral Image Classification....Pages 247-254 Ensemble-Distributed Approach in Classification Problem Solution for Intrusion Detection Systems....Pages 255-265 Weight Update Sequence in MLP Networks....Pages 266-274 Modeling of Bicomponent Mixing System Used in the Manufacture of Wind Generator Blades....Pages 275-285 Branching to Find Feasible Solutions in Unmanned Air Vehicle Mission Planning....Pages 286-294 Towards Data Mart Building from Social Network for Opinion Analysis....Pages 295-302 A Novel Self Suppression Operator Used in TMA....Pages 303-308 Machine Learning Methods for Mortality Prediction of Polytraumatized Patients in Intensive Care Units – Dealing with Imbalanced and High-Dimensional Data....Pages 309-317 Nonconvex Functions Optimization Using an Estimation of Distribution Algorithm Based on a Multivariate Extension of the Clayton Copula....Pages 318-326 News Mining Using Evolving Fuzzy Systems....Pages 327-335 Predicting Students’ Results Using Rough Sets Theory....Pages 336-343 Graph-Based Object Class Discovery from Images with Multiple Objects....Pages 344-353 A Proposed Extreme Learning Machine Pruning Based on the Linear Combination of the Input Data and the Output Layer Weights....Pages 354-361 A Drowsy Driver Detection System Based on a New Method of Head Posture Estimation....Pages 362-369 A CBR-Based Game Recommender for Rehabilitation Videogames in Social Networks....Pages 370-377 A New Semantic Approach for CBIR Based on Beta Wavelet Network Modeling Shape Refined by Texture and Color Features....Pages 378-385 Tackling Ant Colony Optimization Meta-Heuristic as Search Method in Feature Subset Selection Based on Correlation or Consistency Measures....Pages 386-393 EventStory: Event Detection Using Twitter Stream Based on Locality....Pages 394-403 Univariate Marginal Distribution Algorithm with Markov Chain Predictor in Continuous Dynamic Environments....Pages 404-411 A Diversity-Adaptive Hybrid Evolutionary Algorithm to Solve a Project Scheduling Problem....Pages 412-423 Computing Platforms for Large-Scale Multi-Agent Simulations: The Niche for Heterogeneous Systems....Pages 424-432 Fuzzy Tool for Proposal of Suitable Products in Online Store and CRM System....Pages 433-440 Giving Voice to the Internet by Means of Conversational Agents....Pages 441-448 Multivariate Cauchy EDA Optimisation....Pages 449-456 Continuous Population-Based Incremental Learning with Mixture Probability Modeling for Dynamic Optimization Problems....Pages 457-464 Zero–Latency Data Warehouse System Based on Parallel Processing and Cache Module....Pages 465-474 Distributed Multimedia Information System for Traffic Monitoring and Managing....Pages 475-483 Auto-adaptation of Genetic Operators for Multi-objective Optimization in the Firefighter Problem....Pages 484-491 Business and Government Organizations’ Adoption of Cloud Computing....Pages 492-501 Erratum: Ensemble-Distributed Approach in Classification Problem Solution for Intrusion Detection Systems....Pages E1-E1 Back Matter....Pages -