This volume constitutes the refereed proceedings of the 4th International Workshop on Hybrid Artificial Intelligence Systems, HAIS 2009, held in Salamanca, Spain, in June 2009.
The 85 papers presented, were carefully reviewed and selected from 206 submissions. The topics covered are agents and multi agents systems, HAIS applications, cluster analysis, data mining and knowledge discovery, evolutionary computation, learning algorithms, real world HAIS applications and data uncertainty, hybrid artificial intelligence in bioinformatics, evolutionary multiobjective machine learning, hybrid reasoning and coordination methods on multi-agent systems, methods of classifiers fusion, knowledge extraction based on evolutionary learning, hybrid systems based on bioinspired algorithms and argumentation methods, hybrid evolutionry intelligence in financial engineering.
Author(s): Juan A. Fraile, Dante I. Tapia, Sara Rodríguez, Juan M. Corchado (auth.), Emilio Corchado, Xindong Wu, Erkki Oja, Álvaro Herrero, Bruno Baruque (eds.)
Series: Lecture Notes in Computer Science 5572 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 715
City: UK~New York
Tags: Artificial Intelligence (incl. Robotics); Information Systems Applications (incl.Internet); Data Mining and Knowledge Discovery; Algorithm Analysis and Problem Complexity; Pattern Recognition; Database Management
Front Matter....Pages -
Agents in Home Care: A Case Study....Pages 1-8
EP-MAS.Lib: A MAS-Based Evolutionary Program Approach....Pages 9-17
A Framework for Dynamical Intention in Hybrid Navigating Agents....Pages 18-25
Multi-agent Based Personal File Management Using Case Based Reasoning....Pages 26-33
Agent-Based Evolutionary System for Traveling Salesman Problem....Pages 34-41
A Vehicle Routing Problem Solved by Agents....Pages 42-49
MACSDE: Multi-Agent Contingency Response System for Dynamic Environments....Pages 50-59
Measuring and Visualising Similarity of Customer Satisfaction Profiles for Different Customer Segments....Pages 60-67
Development of a Decision-Maker in an Anticipatory Reasoning-Reacting System for Terminal Radar Control....Pages 68-76
Study of Outgoing Longwave Radiation Anomalies Associated with Two Earthquakes in China Using Wavelet Maxima....Pages 77-87
A Hybrid Approach for Designing the Control System for Underwater Vehicles....Pages 88-95
Hydrodynamic Design of Control Surfaces for Ships Using a MOEA with Neuronal Correction....Pages 96-103
Closures of Downward Closed Representations of Frequent Patterns....Pages 104-112
Transductive-Weighted Neuro-Fuzzy Inference System for Tool Wear Prediction in a Turning Process....Pages 113-120
Review of Hybridizations of Kalman Filters with Fuzzy and Neural Computing for Mobile Robot Navigation....Pages 121-128
A Real-Time Person Detection Method for Moving Cameras....Pages 129-136
Unsupervised Methods for Anomalies Detection through Intelligent Monitoring Systems....Pages 137-144
Architecture for Hybrid Robotic Behavior....Pages 145-156
A Hybrid Solution for Advice in the Knowledge Management Field....Pages 157-168
A Cluster-Based Feature Selection Approach....Pages 169-176
Automatic Clustering Using a Synergy of Genetic Algorithm and Multi-objective Differential Evolution....Pages 177-186
Credibility Coefficients in Hybrid Artificial Intelligence Systems....Pages 187-194
An Evolutionary Algorithm for Missing Values Substitution in Classification Tasks....Pages 195-202
A Generic and Extendible Multi-Agent Data Mining Framework....Pages 203-210
A Modular Distributed Decision Support System with Data Mining Capabilities....Pages 211-218
A Fuzzy Quantitative Integrated Metric Model for CMMI Appraisal....Pages 219-226
Analyzing Transitive Rules on a Hybrid Concept Discovery System....Pages 227-234
Survey of Business Intelligence for Energy Markets....Pages 235-243
Hybrid Multilogistic Regression by Means of Evolutionary Radial Basis Functions: Application to Precision Agriculture....Pages 244-251
Economic Load Dispatch Using a Chemotactic Differential Evolution Algorithm....Pages 252-260
Cellular Automata Rule Detection Using Circular Asynchronous Evolutionary Search....Pages 261-268
Evolutionary Non-linear Great Deluge for University Course Timetabling....Pages 269-276
Co-operative Co-evolutionary Approach to Multi-objective Optimization....Pages 277-284
A GA(TS) Hybrid Algorithm for Scheduling in Computational Grids....Pages 285-292
On the Model–Building Issue of Multi–Objective Estimation of Distribution Algorithms....Pages 293-300
A Hooke-Jeeves Based Memetic Algorithm for Solving Dynamic Optimisation Problems....Pages 301-309
Hybrid Evolutionary Algorithm for Solving Global Optimization Problems....Pages 310-318
Fragmentary Synchronization in Chaotic Neural Network and Data Mining....Pages 319-326
Two-Stage Neural Network Approach to Precise 24-Hour Load Pattern Prediction....Pages 327-335
Tentative Exploration on Reinforcement Learning Algorithms for Stochastic Rewards....Pages 336-343
Comparative Evaluation of Semi-supervised Geodesic GTM....Pages 344-351
Application of Interval Type-2 Fuzzy Logic Systems for Control of the Coiling Entry Temperature in a Hot Strip Mill....Pages 352-359
A Review on the Application of Hybrid Artificial Intelligence Systems to Optimization Problems in Operations Management....Pages 360-367
A Pool of Experts to Evaluate the Evolution of Biological Processes in SBR Plants....Pages 368-375
A Hybrid Ant-Based Approach to the Economic Triangulation Problem for Input-Output Tables....Pages 376-383
A Thermodynamical Model Study for an Energy Saving Algorithm....Pages 384-390
A Fuzzy Approach of the Kohonen’s Maps Applied to the Analysis of Biomedical Signals....Pages 391-400
Unearth the Hidden Supportive Information for an Intelligent Medical Diagnostic System....Pages 401-408
Incremental Kernel Machines for Protein Remote Homology Detection....Pages 409-416
Use of Classification Algorithms in Noise Detection and Elimination....Pages 417-424
SGNG Protein Classifier by Matching 3D Structures....Pages 425-432
Memetic Pareto Differential Evolution for Designing Artificial Neural Networks in Multiclassification Problems Using Cross-Entropy Versus Sensitivity....Pages 433-441
Pareto-Based Multi-output Model Type Selection....Pages 442-449
A Comparison of Multi-objective Grammar-Guided Genetic Programming Methods to Multiple Instance Learning....Pages 450-458
On the Formalization of an Argumentation System for Software Agents....Pages 459-467
A Dialogue-Game Approach for Norm-Based MAS Coordination....Pages 468-475
Incorporating a Temporal Bounded Execution to the CBR Methodology....Pages 476-483
Towards Providing Social Knowledge by Event Tracing in Multiagent Systems....Pages 484-491
A Solution CBR Agent-Based to Classify SOAP Message within SOA Environments....Pages 492-499
RecMas: A Multiagent System Socioconfiguration Recommendations Tool....Pages 500-509
Combining Multiple Classifiers with Dynamic Weighted Voting....Pages 510-516
Fusion of Topology Preserving Neural Networks....Pages 517-524
Adaptive Splitting and Selection Method of Classifier Ensemble Building....Pages 525-532
Probability Error in Global Optimal Hierarchical Classifier with Intuitionistic Fuzzy Observations....Pages 533-540
Some Remarks on Chosen Methods of Classifier Fusion Based on Weighted Voting....Pages 541-548
A Hybrid Bumble Bees Mating Optimization - GRASP Algorithm for Clustering....Pages 549-556
A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection....Pages 557-564
Unsupervised Feature Selection in High Dimensional Spaces and Uncertainty....Pages 565-572
Non-dominated Multi-objective Evolutionary Algorithm Based on Fuzzy Rules Extraction for Subgroup Discovery....Pages 573-580
A First Study on the Use of Interval-Valued Fuzzy Sets with Genetic Tuning for Classification with Imbalanced Data-Sets....Pages 581-588
Feature Construction and Feature Selection in Presence of Attribute Interactions....Pages 589-596
Multiobjective Evolutionary Clustering Approach to Security Vulnerability Assesments....Pages 597-604
Beyond Homemade Artificial Data Sets....Pages 605-612
A Three-Objective Evolutionary Approach to Generate Mamdani Fuzzy Rule-Based Systems....Pages 613-620
A New Component Selection Algorithm Based on Metrics and Fuzzy Clustering Analysis....Pages 621-628
Multi-label Classification with Gene Expression Programming....Pages 629-637
An Evolutionary Ensemble-Based Method for Rule Extraction with Distributed Data....Pages 638-645
Evolutionary Extraction of Association Rules: A Preliminary Study on their Effectiveness....Pages 646-653
A Minimum-Risk Genetic Fuzzy Classifier Based on Low Quality Data....Pages 654-661
Performance Analysis of the Neighboring-Ant Search Algorithm through Design of Experiment....Pages 662-669
A New Approach to Improve the Ant Colony System Performance: Learning Levels....Pages 670-677
Hybrid Algorithm to Data Clustering....Pages 678-685
Financial Forecasting of Invoicing and Cash Inflow Processes for Fair Exhibitions....Pages 686-693
A Hybrid Neural Network-Based Trading System....Pages 694-701
Active Portfolio Management under a Downside Risk Framework: Comparison of a Hybrid Nature – Inspired Scheme....Pages 702-712
Back Matter....Pages -
