Intelligent Systems Design and Applications : 16th International Conference on Intelligent Systems Design and Applications (ISDA 2016) Held in Porto, Portugal, December 16-18, 2016

This book comprises selected papers from the 16th International Conference on Intelligent Systems Design and Applications (ISDA’16), which was held in Porto, Portugal from December 1 to16, 2016. ISDA 2016 was jointly organized by the Portugual-based Instituto Superior de Engenharia do Porto and the US-based Machine Intelligence Research Labs (MIR Labs) to serve as a forum for the dissemination of state-of-the-art research and development of intelligent systems, intelligent technologies, and applications. The papers included address a wide variety of themes ranging from theories to applications of intelligent systems and computational intelligence area and provide a valuable resource for students and researchers in academia and industry alike. Front Matter....Pages i-xxi An Innovative Approach to Manage Heterogeneous Information Using Relational Database Systems....Pages 1-10 Reliable Attribute Selection Based on Random Forest (RASER)....Pages 11-24 Estimating the Number of Clusters as a Pre-processing Step to Unsupervised Learning....Pages 25-34 Agglomerative and Divisive Approaches to Unsupervised Learning in Gestalt Clusters....Pages 35-44 Improving Imputation Accuracy in Ordinal Data Using Classification....Pages 45-56 GA-PSO-FASTSLAM: A Hybrid Optimization Approach in Improving FastSLAM Performance....Pages 57-66 Three Case Studies Using Agglomerative Clustering....Pages 67-76 Historic Document Image De-noising Using Principal Component Analysis (PCA) and Local Pixel Grouping (LPG)....Pages 77-87 A Robust and Optimally Pruned Extreme Learning Machine....Pages 88-98 Investigating the Effect of Combining Text Clustering with Classification on Improving Spam Email Detection....Pages 99-107 Radial Basis Function Neural Networks for Datasets with Missing Values....Pages 108-115 Evaluation Method for an Adaptive Web Interface: GOMS Model....Pages 116-124 Diversification Strategies in Differential Evolution Algorithm to Solve the Protein Structure Prediction Problem....Pages 125-134 Using Cluster Barycenters for the Generalized Traveling Salesman Problem....Pages 135-143 On Pollution Attacks in Fully Connected P2P Networks Using Trusted Peers....Pages 144-153 Certification Under Uncertainties of Control Methods for Multisource Elevators....Pages 154-164 Robust and Reliable Bionic Optimization of Nonlinear Control Problems....Pages 165-174 Human Detection Using Biological Signals in Camera Images with Privacy Aware....Pages 175-186 Nuclei Malignancy Analysis Based on an Adaptive Bottom-Hat Filter....Pages 187-196 Self-Organizing Maps and Fuzzy C-Means Algorithms on Gait Analysis Based on Inertial Sensors Data....Pages 197-205 Age, Gender, Race and Smile Prediction Based on Social Textual and Visual Data Analyzing....Pages 206-215 Test Suite Prioritization Using Nature Inspired Meta-Heuristic Algorithms....Pages 216-226 A New Trajectory Optimization Approach for Safe Mobile Robot Navigation: A Comparative Study (Khepera II Mobile Robot)....Pages 227-238 The Improvement of an Image Compression Approach Using Weber-Fechner Law....Pages 239-249 A Minimal Rare Substructures-Based Model for Graph Database Indexing....Pages 250-259 Multibiometrics Enhancement Using Quality Measurement in Score Level Fusion....Pages 260-267 Effects of Random Sampling on SVM Hyper-parameter Tuning....Pages 268-278 Bayesian Networks for Identifying Semantic Relations in a Never-Ending Learning System....Pages 279-288 Training a Spiking Neural Network to Generate Online Handwriting Movements....Pages 289-298 Using a Synthetic Character Database for Training Deep Learning Models Applied to Offline Handwritten Recognition....Pages 299-308 Cognitive Conversation Language - CCL....Pages 309-318 A Genetic-Fuzzy Classification Approach to Improve High-Dimensional Intrusion Detection System....Pages 319-329 A New Data Placement Approach for Scientific Workflows in Cloud Computing Environments....Pages 330-340 A Novel Simulated Annealing-Based Learning Algorithm for Training Support Vector Machines....Pages 341-351 Fish School Search Variations and Other Metaheuristics in the Solution of Assembly Line Balancing Problems....Pages 352-361 Improved Search Mechanisms for the Fish School Search Algorithm....Pages 362-371 A Survey on Outlier Detection in the Context of Stream Mining: Review of Existing Approaches and Recommadations....Pages 372-383 Heuristic for Scheduling Intrees on m Machines with Non-availability Constraints....Pages 384-393 Network Intrusion Detection Using Danger Theory and Genetic Algorithms....Pages 394-405 A Gamification Model for Resource Sharing in Malaysian Schools Using Cloud Computing Platform....Pages 406-416 A Modified Naïve Possibilistic Classifier for Numerical Data....Pages 417-426 Combinatorial Structural Clustering (CSC): A Novel Structural Clustering Approach for Large Scale Networks....Pages 427-436 Memetic Algorithms for the Automatic Discovery of Software Architectures....Pages 437-447 Multi-objective Dynamic Analysis Using Fractional Entropy....Pages 448-456 Multi-agent Based Truck Scheduling Using Ant Colony Intelligence in a Cross-Docking Platform....Pages 457-466 From Traditional Data Warehouse To Real Time Data Warehouse....Pages 467-477 Intelligent Traffic Congestion Prediction System Based on ANN and Decision Tree Using Big GPS Traces....Pages 478-487 Forecasting Using Elman Recurrent Neural Network....Pages 488-497 Multi-objective Particle Swarm Optimisation for Robust Dynamic Scheduling in a Permutation Flow Shop....Pages 498-507 Mining Perfectly Rare Itemsets on Big Data: An Approach Based on Apriori-Inverse and MapReduce....Pages 508-518 Patient-Specific Epilepsy Seizure Detection Using Random Forest Classification over One-Dimension Transformed EEG Data....Pages 519-528 A New Approach to Human Activity Recognition Using Machine Learning Techniques....Pages 529-538 Lung Segmentation in Chest Computerized Tomography Images Using the Border Following Algorithm....Pages 539-548 Learner’s Profile Hierarchization in an Interoperable Education System....Pages 549-558 ACO-PSO Optimization for Solving TSP Problem with GPU Acceleration....Pages 559-569 A Parallel Adaptive PSO Algorithm with Non-iterative Electrostatic Repulsion and Social Dynamic Neighborhood....Pages 570-581 Fishing Monitor System Data: A Naïve Bayes Approach....Pages 582-591 Detection of Behavioral Patterns for Increasing Attentiveness Level....Pages 592-601 Towards a Medical Intensive Care Unit Decision Support System Based on Intuitionistic Fuzzy Logic....Pages 602-611 M2Onto: An Approach and a Tool to Learn OWL Ontology from MongoDB Database....Pages 612-621 Comparison of Hard and Probabilistic Evidence in Bayesian Model....Pages 622-629 Towards Activity Theory - Preliminary Report: Ambient Intelligence Applied to Smart Education....Pages 630-639 Emerging Opportunities for Ambient Intelligence in Creativity Support Tools....Pages 640-648 Time Series Data Mining for Energy Prices Forecasting: An Application to Real Data....Pages 649-658 Efficient Parameterization for Automatic Speaker Recognition Using Support Vector Machines....Pages 659-666 Security Incident Response: Towards a Novel Decision-Making System....Pages 667-676 A New Social Media Mashup Approach....Pages 677-686 Enabling the Definition and Reuse of Multi-Domain Workflow-Based Data Analysis....Pages 687-696 An Improved Elman Neural Network for Daily Living Activities Recognition....Pages 697-707 Towards an Approach Based on Ontology for Semantic-Temporal Modeling of Social Network Data....Pages 708-717 Evaluation of the Simulated Annealing and the Discrete Artificial Bee Colony in the Weight Tardiness Problem with Taguchi Experiments Parameterization....Pages 718-727 Industrial Plant Layout Analyzing Based on SNA....Pages 728-737 A Genetic Neural Network Approach for Unusual Behavior Prediction in Smart Home....Pages 738-748 New Adaptive Resource Allocation Scheme in LTE-Advanced....Pages 749-759 An Approach for Measuring Flexibility of Business Processes Based on Distances Between Models and Their Variants....Pages 760-770 Specification of an Architecture for Self-organizing Scheduling Systems....Pages 771-780 Towards Better SWRL Rules Dependency Extraction....Pages 781-790 Clustering of Maintenance Tasks for the Danish Railway System....Pages 791-799 Evaluating the Quality of Business Process Models Based on Measures and Criteria in Higher Education: Developing a Framework for Continuous Quality Improvement....Pages 800-810 Age and Gender Classification from Finger Vein Patterns....Pages 811-820 Coupling Event-B/ProB for the Analysis of the Software Architecture Evolution Described in PDDL....Pages 821-830 Trust Intrusion Detection System Based on Location for Wireless Sensor Network....Pages 831-840 Temporal Patterns Visualization for Knowledge Acquisition in Dynamic Decision-Making Environment....Pages 841-851 Cloudlets Architecture for Wireless Sensor Network....Pages 852-862 Data Fusion Classification Method Based on Multi Agents System....Pages 863-870 Community Detection in Bipartite Networks Using a Noisy Extremal Optimization Algorithm....Pages 871-878 An Approach for Incorporating the Usability Optimization Process into the Model Transformation....Pages 879-888 An ILS Heuristic for the Waste Collection Vehicle Routing Problem with Time Windows....Pages 889-899 An NLP-Based Ontology Population for Intentional Structure....Pages 900-910 Metaheuristics Parameter Tuning Using Racing and Case-Based Reasoning in Scheduling Systems....Pages 911-920 A Branch-and-Price Algorithm for the Double Vehicle Routing Problem with Multiple Stacks and Heterogeneous Demand....Pages 921-934 BigDimETL: ETL for Multidimensional Big Data....Pages 935-944 Knowledge Integration in Collaborative Environments Using Supervised Ontological Alignment....Pages 945-954 A General VNS Heuristic for a Three-Stage Assembly Flow Shop Scheduling Problem....Pages 955-964 Towards NoSQL Graph Data Warehouse for Big Social Data Analysis....Pages 965-973 A Contribution of Dynamical Systems Theory and Epidemiological Modeling to a Viral Marketing Campaign....Pages 974-983 Developing an Ambient Intelligent-Based Decision Support System for Production and Control Planning....Pages 984-994 CobWeb Multidimensional Model: Visualizing OLAP Query Results Using Tag-Cloud Operators....Pages 995-1004 A Time Delay Neural Network for Online Arabic Handwriting Recognition....Pages 1005-1014 A Proposal to Model Knowledge Dimension in Sensitive Business Processes....Pages 1015-1030 Using Intelligent Systems to Improve Case Flow in Court Systems....Pages 1031-1040 Similarity and Trust Metrics Used in Recommender Systems: A Survey....Pages 1041-1050 Analysing the Performance of a Tomographic Reconstructor with Different Neural Networks Frameworks....Pages 1051-1060 Robot Swarms Theory Applicable to Seek and Rescue Operation....Pages 1061-1070 Linguistic Representation by Fuzzy Formal Concept and Interval Type-2 Feature Selection....Pages 1071-1081 Back Matter....Pages 1083-1086