Hybrid Artificial Intelligent Systems : 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012, Proceedings, Part I

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Format: Paperback
Pub. Date: 2012-03-26
Publisher(s): Springer-Verlag New York Inc
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Summary

The two LNAI volumes 7208 and 7209 constitute the proceedings of the 7th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2012, held in Salamanca, Spain, in March 2012. The 118 papers published in these proceedings were carefully reviewed and selected from 293 submissions. They are organized in topical sessions on agents and multi agents systems, HAIS applications, cluster analysis, data mining and knowledge discovery, evolutionary computation, learning algorithms, systems, man, and cybernetics by HAIS workshop, methods of classifier fusion, HAIS for computer security (HAISFCS), data mining: data preparation and analysis, hybrid artificial intelligence systems in management of production systems, hybrid artificial intelligent systems for ordinal regression, hybrid metaheuristics for combinatorial optimization and modelling complex systems, hybrid computational intelligence and lattice computing for image and signal processing and nonstationary models of pattern recognition and classifier combinations.

Table of Contents

Special Sessions
Agents and Multi Agents Systems
An Agent Model for Incremental Rough Set-Based Rule Induction in Customer Relationship Managementp. 1
Case-Based Argumentation Infrastructure for Agent Societiesp. 13
The Application of Multi-Agent System in Monitoring and Control of Nonlinear Bioprocessesp. 25
Agent Capability Taxonomy for Dynamic Environmentsp. 37
Modeling Internet as a User-Adapted Speech Servicep. 49
HAIS Applications
Unsupervised Classification of Audio Signals by Self-Organizing Maps and Bayesian Labelingp. 61
Robust Speaker Identification Using Ensembles of Kernel Principal Component Analysisp. 71
Application of Genetic Algorithms to Optimize a Truncated Mean k-Nearest Neighbours Regressor for Hotel Reservation Forecastingp. 79
A Social Network-Based Approach to Expert Recommendation Systemp. 91
Decentralized Multi-tasks Distribution in Heterogeneous Robot Teams by Means of Ant Colony Optimization and Learning Automatap. 103
Lipreading Procedure for Liveness Verification in Video Authentication Systemsp. 115
Fuzzy Sliding Mode Control with Chattering Elimination for a Quadrotor Helicopter in Vertical Flightp. 125
Ensemble of Binary Learners for Reliable Text Categorization with a Reject Optionp. 137
Spontaneous Facial Expression Recognition: Automatic Aggression Detectionp. 147
A Memetic Approach to Project Scheduling That Maximizes the Effectiveness of the Human Resources Assigned to Project Activitiesp. 159
Hunting for Fraudsters in Random Forestsp. 174
Neural Networks Ensembles Approach for Simulation of Solar Arrays Degradation Processp. 186
Using Genetic Algorithms to Improve Prediction of Execution Times of ML Tasksp. 196
Hybrid Artificial Intelligence Approaches on Vehicle Routing Problem in Logistics Distributionp. 208
Fuzzy C-Means Clustering with Bilateral Filtering for Medical Image Segmentationp. 221
A Improved Clustering Analysis Method Based on Fuzzy C-Means Algorithm by Adding PSO Algorithmp. 231
Cluster Analysis
k-Means Clustering of Asymmetric Datap. 243
A Max Metric to Evaluate a Clusterp. 255
Nearest Cluster Classifierp. 267
Diffusion Maps for the Description of Meteorological Datap. 276
Computational Complexity Reduction and Interpretability Improvement of Distance-Based Decision Treesp. 288
Data Mining and Knowledge Discovery
Improving the Generalization Capability of Hybrid Immune Detector Maturation Algorithmp. 298
White Box Classification of Dissimilarity Datap. 309
On Ensemble Classifiers for Noninstrusive Appliance Load Monitoringp. 322
Lee Path Replanner for Partially-Known Environmentsp. 332
Stroke Based Handwritten Character Recognitionp. 343
KETO: A Knowledge Editing Tool for Encoding Condition - Action Guidelines into Clinical DSSsp. 352
Integration of Intelligent Information Technologies Ensembles for Modeling and Classificationp. 365
Fusion of Modular Bayesian Networks for Context-Aware Decision Makingp. 375
Evolutionary Computation
Real-World Problem for Checking the Sensitiveness of Evolutionary Algorithms to the Choice of the Random Number Generatorp. 385
Hybrid Multi-objective Machine Learning Classification in Liver Transplanationp. 397
Evolutionary Optimized Forest of Regression Trees: Application in Metallurgyp. 409
Evolutionary Neural Networks for Product Design Tasksp. 421
An Incremental Hypersphere Learning Framework for Protein Membership Predictionp. 429
An Evolutionary Approach to Generate Solutions for Conflict Scenariosp. 440
Initialization Procedures for Multiobjective Evolutionary Approaches to the Segmentation Issuep. 452
Optimization of Neuro-coefficient Smooth Transition Autoregressive Models Using Differential Evolutionp. 464
ReactGA - The Search Space Transformation for the Local Optimum Escapingp. 474
Learning Algorithms
PATMAP: Polyadenylation Site Identification from Next-Generation Sequencing Datap. 485
How to Reduce Dimension while Improving Performancep. 497
On How Percolation Threshold Affects PSO Performancep. 509
Pollen Grains Contour Analysis on Verification Approachp. 521
Modelling Stress Recognition in Conflict Resolution Scenariosp. 533
Multilayer-Perceptron Network Ensemble Modeling with Genetic Algorithms for the Capacity of Bolted Lap Jointp. 545
A Hybrid Classical Approach to a Fixed-Charged Transportation Problemp. 557
Computing Optimal Solutions of a Linear Programming Problem with Interval Type-2 Fuzzy Constraintsp. 567
Systems, Man, and Cybernetics by HAIS
Supervision Strategy of a Solar Volumetric Receiver Using NN and Rule Based Techniquesp. 577
Modeling an Operating System Based on Agentsp. 588
An Empirical Comparison of Some Approximate Methods for Graph Coloringp. 600
A Predictive Evolutionary Algorithm for Dynamic Constrained Inverse Kimematics Problemsp. 610
Non-linear Data Stream Compression: Foundations and Theoretical Resultsp. 622
Reasoning with Qualitative Velocity: Towards a Hybrid Approachp. 635
Research of Neural Network Classifier Based on FCM and PSO for Breast Cancer Classificationp. 647
Improving Evolved Alphabet Using Tabu Setp. 655
Rough Sets-Based Identification of Heart Valve Diseases Using Heart Soundsp. 667
A Novel Hybrid Intelligent Classifier to Obtain the Controller Tuning Parameters for Temperature Controlp. 677
SpaGRID: A Spatial Grid Framework for High Dimensional Medical Databasesp. 690
Author Indexp. 705
Table of Contents provided by Ingram. All Rights Reserved.

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