Intelligent Data Engineering and Automated Learning – IDEAL 2006: 7th International Conference, Burgos, Spain, September 20-23, 2006. Proceedings

Front Matter....Pages -
On Some of the Neural Mechanisms Underlying Adaptive Behavior....Pages 1-15
On Correlation Measures of Intuitionistic Fuzzy Sets....Pages 16-24
A More Effective Constructive Algorithm for Permutation Flowshop Problem....Pages 25-32
A Fast Algorithm for Relevance Vector Machine....Pages 33-39
Time Series Relevance Determination Through a Topology-Constrained Hidden Markov Model....Pages 40-47
A Fast Data Preprocessing Procedure for Support Vector Regression....Pages 48-56
Classification by Weighting, Similarity and kNN....Pages 57-64
An Improved EM Algorithm for Statistical Segmentation of Brain MRI....Pages 65-72
Process State and Progress Visualization Using Self-Organizing Map....Pages 73-80
Exploiting Spatio–temporal Data for the Multiobjective Optimization of Cellular Automata Models....Pages 81-89
Comparing Support Vector Machines and Feed-forward Neural Networks with Similar Parameters....Pages 90-98
A New Model Selection Method for SVM....Pages 99-107
Speed-Up LOO-CV with SVM Classifier....Pages 108-115
Integration of Strategies Based on Relevance Feedback into a Tool for the Retrieval of Mammographic Images....Pages 116-124
Generalization Performance of Exchange Monte Carlo Method for Normal Mixture Models....Pages 125-132
Evolutionary Design of gdSOFPNN for Modeling and Prediction of NOx Emission Process....Pages 133-138
Upper Bounds for Variational Stochastic Complexities of Bayesian Networks....Pages 139-146
A Neural Stochastic Optimization Framework for Oil Parameter Estimation....Pages 147-154
Bootstrap Prediction Intervals for Nonlinear Time-Series....Pages 155-162
Effectiveness of Considering State Similarity for Reinforcement Learning....Pages 163-171
On the Structural Robustness of Evolutionary Models of Cooperation....Pages 172-182
Prediction of Chaotic Time Series Based on Multi-scale Gaussian Processes....Pages 183-190
Visual Sensitivity Analysis for Artificial Neural Networks....Pages 191-198
Performance of BSDT Decoding Algorithms Based on Locally Damaged Neural Networks....Pages 199-206
K Nearest Sequence Method and Its Application to Churn Prediction....Pages 207-215
Evolutionary Computation Technique Applied to HSPF Model Calibration of a Spanish Watershed....Pages 216-223
Genetic Algorithms and Sensitivity Analysis Applied to Select Inputs of a Multi-Layer Perceptron for the Prediction of Air Pollutant Time-Series....Pages 224-231
Genetic Algorithms for Estimating Longest Path from Inherently Fuzzy Data Acquired with GPS....Pages 232-240
The Topographic Neural Gas....Pages 241-248
A Fast Classification Algorithm Based on Local Models....Pages 249-256
Human Activity Recognition in Videos: A Systematic Approach....Pages 257-264
Application of Artificial Neural Network to Building Compartment Design for Fire Safety....Pages 265-274
A Method of Motion Segmentation Based on Region Shrinking....Pages 275-282
A Family of Novel Clustering Algorithms....Pages 283-290
Vector Quantization Segmentation for Head Pose Estimation....Pages 291-297
Neural Network Detectors for Composite Hypothesis Tests....Pages 298-305
Automatic Sound Classification for Improving Speech Intelligibility in Hearing Aids Using a Layered Structure....Pages 306-313
Directed Laplacian Kernels for Link Analysis....Pages 314-321
Pruning Adaptive Boosting Ensembles by Means of a Genetic Algorithm....Pages 322-329
On the Fusion of Polynomial Kernels for Support Vector Classifiers....Pages 330-337
Speech and Gesture Recognition-Based Robust Language Processing Interface in Noise Environment....Pages 338-345
Heterogeneous Answer Acquisition Methods in Encyclopedia QA....Pages 346-354
Face Recognition Using DCT and Hierarchical RBF Model....Pages 355-362
Chaotic Dynamics for Avoiding Congestion in the Computer Network....Pages 363-370
Combined Effects of Class Imbalance and Class Overlap on Instance-Based Classification....Pages 371-378
Melt Index Predict by Radial Basis Function Network Based on Principal Component Analysis....Pages 379-385
Thinking Capability of Saplings Growing Up Algorithm....Pages 386-393
Functional Networks and the Lagrange Polynomial Interpolation....Pages 394-401
The Evolution of OSI Network Management by Integrated the Expert Knowledge....Pages 402-409
Learning the Complete-Basis-Functions Parameterization for the Optimization of Dynamic Molecular Alignment by ES....Pages 410-418
Multi Criteria Wrapper Improvements to Naive Bayes Learning....Pages 419-427
BP Neural Networks Combined with PLS Applied to Pattern Recognition of Vis/NIRs....Pages 428-435
Speeding Up Shape Classification by Means of a Cyclic Dynamic Time Warping Lower Bound....Pages 436-443
Using Genetic Algorithm for Network Status Learning and Worm Virus Detection Scheme....Pages 444-453
Clustering by Integrating Multi-objective Optimization with Weighted K-Means and Validity Analysis....Pages 454-463
Improving the Classification Accuracy of RBF and MLP Neural Networks Trained with Imbalanced Samples....Pages 464-471
Learning Discrete Probability Distributions with a Multi-resolution Binary Tree....Pages 472-479
Combining Unsupervised and Supervised Approaches to Feature Selection for Multivariate Signal Compression....Pages 480-487
Cohesion Factors: Improving the Clustering Capabilities of Consensus....Pages 488-495
Using Neural Networks to Detect Microfossil Teeth in Somosaguas Sur Paleontological Site....Pages 496-503
A Fast Grid Search Method in Support Vector Regression Forecasting Time Series....Pages 504-511
Fast Global k -Means with Similarity Functions Algorithm....Pages 512-521
NN-Based Detector for Known Targets in Coherent Weibull Clutter....Pages 522-529
ICA with Sparse Connections....Pages 530-537
Two-Stage User Mobility Modeling for Intention Prediction for Location-Based Services....Pages 538-545
Partition-Based Similarity Joins Using Diagonal Dimensions in High Dimensional Data Spaces....Pages 546-553
Evolving Feed-forward Neural Networks Through Evolutionary Mutation Parameters....Pages 554-561
Computer Interface Using Eye Tracking for Handicapped People....Pages 562-569
Local Negative Correlation with Resampling....Pages 570-577
Convex Perceptrons....Pages 578-585
Hybridizing Cultural Algorithms and Local Search....Pages 586-594
ICA and Genetic Algorithms for Blind Signal and Image Deconvolution and Deblurring....Pages 595-603
Electroencephalogram Signals from Imagined Activities: A Novel Biometric Identifier for a Small Population....Pages 604-611
Resolving Ambiguities in the Semantic Interpretation of Natural Language Questions....Pages 612-619
Mining the K-Most Interesting Frequent Patterns Sequentially....Pages 620-628
Discovering Non-taxonomic Relations from the Web....Pages 629-636
A New Algorithm of Similarity Measuring for Multi-experts’ Qualitative Knowledge Based on Outranking Relations in Case-Based Reasoning Methodology....Pages 637-644
Comparing and Combining Spatial Dimension Reduction Methods in Face Verification....Pages 645-653
A New Semi-supervised Dimension Reduction Technique for Textual Data Analysis....Pages 654-662
CBR Model for the Intelligent Management of Customer Support Centers....Pages 663-670
Non Parametric Local Density-Based Clustering for Multimodal Overlapping Distributions....Pages 671-678
Application of Bidirectional Probabilistic Character Language Model in Handwritten Words Recognition....Pages 679-687
Efficient Classification Method for Complex Biological Literature Using Text and Data Mining Combination....Pages 688-696
Classifying Polyphony Music Based on Markov Model....Pages 697-706
Two Phase Semi-supervised Clustering Using Background Knowledge....Pages 707-712
Using Rough Set to Find the Factors That Negate the Typical Dependency of a Decision Attribute on Some Condition Attributes....Pages 713-720
Automatic Extraction and Classification of Footwear Patterns....Pages 721-728
Description of Combined Spatial Relations Between Broad Boundary Regions Based on Rough Set....Pages 729-737
Active Sketch for Finding Primary Structures in Images....Pages 738-745
Shape Matching Using Chord-Length Function....Pages 746-753
Spectral High Resolution Feature Selection for Retrieval of Combustion Temperature Profiles....Pages 754-762
Sentence Ordering in Extractive MDS....Pages 763-770
Query Expansion with an Automatically Generated Thesaurus....Pages 771-778
An Interactive Hybrid System for Identifying and Filtering Unsolicited E-mail....Pages 779-788
Topological Tree Clustering of Web Search Results....Pages 789-797
Reduced Attribute Oriented Inconsistency Handling in Decision Generation....Pages 798-806
A Non-parametric Method for Data Clustering with Optimal Variable Weighting....Pages 807-814
A Closed Model for Measuring Intangible Assets: A New Dimension of Profitability Applying Neural Networks....Pages 815-822
Audio and Video Feature Fusion for Activity Recognition in Unconstrained Videos....Pages 823-831
Multi-stage Classification for Audio Based Activity Recognition....Pages 832-840
A Simple Approximation for Dynamic Time Warping Search in Large Time Series Database....Pages 841-848
Regression Analisys of Segmented Parametric Software Cost Estimation Models Using Recursive Clustering Tool....Pages 849-858
An Efficient Attribute Reduction Algorithm....Pages 859-868
Conceptual Classification to Improve a Web Site Content....Pages 869-877
Automated Learning of RVM for Large Scale Text Sets: Divide to Conquer....Pages 878-886
Using Rules Discovery for the Continuous Improvement of e-Learning Courses....Pages 887-895
Generating Adaptive Presentations of Hydrologic Behavior....Pages 896-903
A New Measure for Query Disambiguation Using Term Co-occurrences....Pages 904-911
Unsupervised Word Categorization Using Self-Organizing Maps and Automatically Extracted Morphs....Pages 912-919
Effective Classification by Integrating Support Vector Machine and Association Rule Mining....Pages 920-927
A Design of Dynamic Network Management System....Pages 928-935
QoS Multicast Routing Based on Particle Swarm Optimization....Pages 936-943
Evolutionary Search of Optimal Features....Pages 944-952
Biased Minimax Probability Machine Active Learning for Relevance Feedback in Content-Based Image Retrieval....Pages 953-960
Evidential Integration of Semantically Heterogeneous Aggregates in Distributed Databases with Imprecision....Pages 961-969
Describing Customer Loyalty to Spanish Petrol Stations Through Rule Extraction....Pages 970-977
Strangeness Minimisation Feature Selection with Confidence Machines....Pages 978-985
Indexing and Mining of Graph Database Based on Interconnected Subgraph....Pages 986-994
Evaluation of Decision Tree Pruning with Subadditive Penalties....Pages 995-1002
Categorization of Large Text Collections: Feature Selection for Training Neural Networks....Pages 1003-1013
Towards Healthy Association Rule Mining (HARM): A Fuzzy Quantitative Approach....Pages 1014-1022
State Aggregation in Higher Order Markov Chains for Finding Online Communities....Pages 1023-1030
Functional Networks and Analysis of Variance for Feature Selection....Pages 1031-1038
Automatic Categorization of Patent Applications Using Classifier Combinations....Pages 1039-1047
Best Subset Feature Selection for Massive Mixed-Type Problems....Pages 1048-1056
Planning Under Uncertainty with Abstraction Hierarchies....Pages 1057-1066
Fusion of Domain Knowledge for Dynamic Learning in Transcriptional Networks....Pages 1067-1078
An Improved Discrete Immune Network for Multimodal Optimization....Pages 1079-1086
Using Fuzzy Patterns for Gene Selection and Data Reduction on Microarray Data....Pages 1087-1094
Applying GCS Networks to Fuzzy Discretized Microarray Data for Tumour Diagnosis....Pages 1095-1102
Refractory Effects of Chaotic Neurodynamics for Finding Motifs from DNA Sequences....Pages 1103-1110
Neighborhood-Based Clustering of Gene-Gene Interactions....Pages 1111-1120
Gene Expression Profiling Using Flexible Neural Trees....Pages 1121-1128
Multivariate Crosstalk Models....Pages 1129-1136
Decision Making Association Rules for Recognition of Differential Gene Expression Profiles....Pages 1137-1149
Application of Chemoinformatics to the Structural Elucidation of Natural Compounds....Pages 1150-1157
Intelligent Coordinated Control of Multiple Teleoperated Robots....Pages 1158-1165
SMas: A Shopping Mall Multiagent Systems....Pages 1166-1173
Protecting Agent from Attack in Grid Computing II ....Pages 1174-1181
A Graph Transformation System Model of Dynamic Reorganization in Multi-agent Systems....Pages 1182-1190
Efficient Search of Winning Strategies in Multi-agent Systems on Random Network: Importance of Local Solidarity....Pages 1191-1198
Heterogeneous Domain Ontology for Location Based Information System in a Multi-agent Framework....Pages 1199-1206
Intelligent Data Analysis for the Verification of Multi-Agent Systems Interactions....Pages 1207-1214
Multi-agent Based Hybrid System for Dynamic Web-Content Adaptation....Pages 1215-1222
Strategic Software Agents in Continuous Double Auction Under Dynamic Environments....Pages 1223-1233
Student Modeling for Adaptive Teachable Agent to Enhance Interest and Comprehension....Pages 1234-1241
An Agent-Based Model of Personal Web Communities....Pages 1242-1249
A Conceptual Framework for Automated Negotiation Systems....Pages 1250-1258
Development of New IFC-BRIDGE Data Model and a Concrete Bridge Design System Using Multi-agents....Pages 1259-1266
Multi-Agent Systems over RT-Java for a Mobile Robot Control....Pages 1267-1274
Financial Risk Modeling with Markov Chains....Pages 1275-1282
CNY Realignment and USD Expectation: Empirical Study Based on RND Function of Currency Option....Pages 1283-1288
Investment Selection and Risk Management for Insurance Corporation....Pages 1289-1295
Knowledge-Based Risk Assessment Under Uncertainty in Engineering Projects....Pages 1296-1303
Fuzzy Regression with Quadratic Programming: An Application to Financial Data....Pages 1304-1311
Improving Search in Unstructured P2P Systems: Intelligent Walks (I-Walks)....Pages 1312-1319
Evolutionary Product-Unit Neural Networks for Classification....Pages 1320-1328
Uncentered (Absolute) Correlation Clustering Method Fit for Establishing Theoretical SAPK/JNK Signaling Pathway in Human Soft Tissue Sarcoma Samples....Pages 1329-1336
Guiding Genetic Program Based Data Mining Using Fuzzy Rules....Pages 1337-1345
Neural Network Models for Language Acquisition: A Brief Survey....Pages 1346-1357
Incorporating Knowledge in Evolutionary Prototype Selection....Pages 1358-1366
Evidence Relationship Matrix and Its Application to D-S Evidence Theory for Information Fusion....Pages 1367-1373
Soft Computing in Context-Sensitive Multidimensional Ranking....Pages 1374-1381
Ontology-Based Classifier for Audio Scenes in Telemedicine....Pages 1382-1389
PSO and ACO in Optimization Problems....Pages 1390-1398
Constraints in Particle Swarm Optimization of Hidden Markov Models....Pages 1399-1406
Nature-Inspired Approaches to Mining Trend Patterns in Spatial Databases....Pages 1407-1414
A Proposal of Evolutionary Prototype Selection for Class Imbalance Problems....Pages 1415-1423
MOVICAB-IDS: Visual Analysis of Network Traffic Data Streams for Intrusion Detection....Pages 1424-1433
Maximum Likelihood Topology Preserving Ensembles....Pages 1434-1442
Back Matter....Pages -