Andrzej Bielecki, Marzena Bielecka, Anna Chmielowiec (auth.), Leszek Rutkowski, Ryszard Tadeusiewicz, Lotfi A. Zadeh, Jacek M. Zurada (eds.)3540695729, 9783540695721
This book constitutes the refereed proceedings of the 9th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2008, held in Zakopane, Poland, in June 2008.
The 116 revised contributed papers presented were carefully reviewed and selected from 320 submissions. The papers are organized in topical sections on neural networks and their applications, fuzzy systems and their applications, evolutionary algorithms and their applications, classification, rule discovery and clustering, image analysis, speech and robotics, bioinformatics and medical applications, various problems of artificial intelligence, and agent systems.
Table of contents :
Front Matter….Pages –
Front Matter….Pages 1-1
Input Signals Normalization in Kohonen Neural Networks….Pages 3-10
Parallel Realisation of the Recurrent RTRN Neural Network Learning….Pages 11-16
Stable Learning Algorithm of Global Neural Network for Identification of Dynamic Complex Systems….Pages 17-27
The Influence of Training Data Availability Time on Effectiveness of ANN Adaptation Process….Pages 28-39
WWW-Newsgroup-Document Clustering by Means of Dynamic Self-organizing Neural Networks….Pages 40-51
Municipal Creditworthiness Modelling by Kohonen’s Self-organizing Feature Maps and LVQ Neural Networks….Pages 52-61
Fast and Robust Way of Learning the Fourier Series Neural Networks on the Basis of Multidimensional Discrete Fourier Transform….Pages 62-70
Accuracy Improvement of Neural Network State Variable Estimator in Induction Motor Drive….Pages 71-77
Ensemble of Dipolar Neural Networks in Application to Survival Data….Pages 78-88
Binary Optimization: On the Probability of a Local Minimum Detection in Random Search….Pages 89-100
Nonlinear Function Learning Using Radial Basis Function Networks: Convergence and Rates….Pages 101-110
Efficient Predictive Control Integrated with Economic Optimisation Based on Neural Models….Pages 111-122
Model-Based Fault Detection and Isolation Using Locally Recurrent Neural Networks….Pages 123-134
Neural Network in Fast Adaptive Fourier Descriptor Based Leaves Classification….Pages 135-145
Improving the Efficiency of Counting Defects by Learning RBF Nets with MAD Loss….Pages 146-153
Robust MCD-Based Backpropagation Learning Algorithm….Pages 154-163
Some Issues on Intrusion Detection in Web Applications….Pages 164-174
Neural Network Device for Reliability and Functional Analysis of Discrete Transport System….Pages 175-185
Maximum of Marginal Likelihood Criterion instead of Cross-Validation for Designing of Artificial Neural Networks….Pages 186-194
Front Matter….Pages 195-195
Type-2 Fuzzy Decision Trees….Pages 197-206
Front Matter….Pages 195-195
An Application of Weighted Triangular Norms to Complexity Reduction of Neuro-fuzzy Systems….Pages 207-216
Real-Time Road Signs Tracking with the Fuzzy Continuously Adaptive Mean Shift Algorithm….Pages 217-228
A New Method for Decision Making in the Intuitionistic Fuzzy Setting….Pages 229-240
Linguistic Summarization of Time Series Using Fuzzy Logic with Linguistic Quantifiers: A Truth and Specificity Based Approach….Pages 241-252
TS Fuzzy Rule-Based Systems with Polynomial Membership Functions….Pages 253-264
From Ensemble of Fuzzy Classifiers to Single Fuzzy Rule Base Classifier….Pages 265-272
Efficient Fuzzy Predictive Economic Set–Point Optimizer….Pages 273-284
Imprecision Measures for Type-2 Fuzzy Sets: Applications to Linguistic Summarization of Databases….Pages 285-294
Assessing the Non-technical Service Aspects by Using Fuzzy Methods….Pages 295-305
Adaptation of Rules in the Fuzzy Control System Using the Arithmetic of Ordered Fuzzy Numbers….Pages 306-316
Regression Modeling with Fuzzy Relations….Pages 317-323
A New Approach to Creating Multisegment Fuzzy Systems….Pages 324-332
On Defuzzification of Interval Type-2 Fuzzy Sets….Pages 333-340
Combining Basic Probability Assignments for Fuzzy Focal Elements….Pages 341-350
Using Intuitionistic Fuzzy Sets in Text Categorization….Pages 351-362
Front Matter….Pages 363-363
Improving Evolutionary Algorithms with Scouting: High–Dimensional Problems….Pages 365-375
Memetic Algorithm Based on a Constraint Satisfaction Technique for VRPTW….Pages 376-387
Agent-Based Co-Operative Co-Evolutionary Algorithm for Multi-Objective Optimization….Pages 388-397
Evolutionary Methods for Designing Neuro-fuzzy Modular Systems Combined by Bagging Algorithm….Pages 398-404
Evolutionary Methods to Create Interpretable Modular System….Pages 405-413
Front Matter….Pages 363-363
Fractal Dimension of Trajectory as Invariant of Genetic Algorithms….Pages 414-425
Global Induction of Decision Trees: From Parallel Implementation to Distributed Evolution….Pages 426-437
Particle Swarm Optimization with Variable Population Size….Pages 438-449
Genetic Algorithm as a Tool for Stock Market Modelling….Pages 450-459
Robustness of Isotropic Stable Mutations in a General Search Space….Pages 460-468
Ant Colony Optimization: A Leading Algorithm in Future Optimization of Petroleum Engineering Processes….Pages 469-478
Design and Multi-Objective Optimization of Combinational Digital Circuits Using Evolutionary Algorithm with Multi-Layer Chromosomes….Pages 479-488
On Convergence of a Simple Genetic Algorithm….Pages 489-498
Tuning Quantum Multi-Swarm Optimization for Dynamic Tasks….Pages 499-510
Front Matter….Pages 511-511
Ensembling Classifiers Using Unsupervised Learning….Pages 513-521
A Framework for Adaptive and Integrated Classification….Pages 522-532
Solving Regression by Learning an Ensemble of Decision Rules….Pages 533-544
Meta-learning with Machine Generators and Complexity Controlled Exploration….Pages 545-555
Assessing the Quality of Rules with a New Monotonic Interestingness Measure Z ….Pages 556-565
A Comparison of Methods for Learning of Highly Non-separable Problems….Pages 566-577
Towards Heterogeneous Similarity Function Learning for the k -Nearest Neighbors Classification….Pages 578-587
Hough Transform in Music Tunes Recognition Systems….Pages 588-596
Maximal Margin Estimation with Perceptron-Like Algorithm….Pages 597-608
Classes of Kernels for Hit Definition in Compound Screening….Pages 609-619
The GA-Based Bayes-Optimal Feature Extraction Procedure Applied to the Supervised Pattern Recognition….Pages 620-631
Front Matter….Pages 511-511
Hierarchical SVM Classification for Localization in Multilevel Sensor Networks….Pages 632-642
Comparison of Shannon, Renyi and Tsallis Entropy Used in Decision Trees….Pages 643-651
Information Theory Inspired Weighted Immune Classification Algorithm….Pages 652-660
Bayes’ Rule, Principle of Indifference, and Safe Distribution….Pages 661-670
MAD Loss in Pattern Recognition and RBF Learning….Pages 671-680
Parallel Ant Miner 2….Pages 681-692
Object-Oriented Software Systems Restructuring through Clustering….Pages 693-704
Data Clustering with Semi-binary Nonnegative Matrix Factorization….Pages 705-716
An Efficient Association Rule Mining Algorithm for Classification….Pages 717-728
Comparison of Feature Reduction Methods in the Text Recognition Task….Pages 729-738
Front Matter….Pages 739-739
Robot Simulation of Sensory Integration Dysfunction in Autism with Dynamic Neural Fields Model….Pages 741-751
A Novel Approach to Image Reconstruction Problem from Fan-Beam Projections Using Recurrent Neural Network….Pages 752-761
Segmentation of Ultrasound Imaging by Fuzzy Fusion: Application to Venous Thrombosis….Pages 762-770
Optical Flow Based Velocity Field Control….Pages 771-781
Detection of Phoneme Boundaries Using Spiking Neurons….Pages 782-793
Geometric Structure Filtering Using Coupled Diffusion Process and CNN-Based Approach….Pages 794-805
MARCoPlan: MultiAgent Remote Control for Robot Motion Planning….Pages 806-817
A Hybrid Method of User Identification with Use Independent Speech and Facial Asymmetry….Pages 818-827
Multilayer Perceptrons for Bio-inspired Friction Estimation….Pages 828-838
Color Image Watermarking and Self-recovery Based on Independent Component Analysis….Pages 839-849
Front Matter….Pages 739-739
A Fuzzy Rule-Based System with Ontology for Summarization of Multi-camera Event Sequences….Pages 850-860
A New Approach to Interactive Visual Search with RBF Networks Based on Preference Modelling….Pages 861-873
An Adaptive Fast Transform Based Image Compression….Pages 874-885
Emotion Recognition with Poincare Mapping of Voiced-Speech Segments of Utterances….Pages 886-895
Effectiveness of Simultaneous Behavior by Interactive Robot….Pages 896-906
Front Matter….Pages 907-907
Quality-Driven Continuous Adaptiation of ECG Interpretation in a Distributed Surveillance System….Pages 909-918
Detection of Eyes Position Based on Electrooculography Signal Analysis….Pages 919-928
An NLP-Based 3D Scene Generation System for Children with Autism or Mental Retardation….Pages 929-938
On Using Energy Signatures in Protein Structure Similarity Searching….Pages 939-950
SYMBIOS: A Semantic Pervasive Services Platform for Biomedical Information Integration….Pages 951-962
The PCR Primer Design as a Metaheuristic Search Process….Pages 963-973
On Differential Stroke Diagnosis by Neuro-fuzzy Structures….Pages 974-980
Novel Quantitative Method for Spleen’s Morphometry in Splenomegally….Pages 981-991
Front Matter….Pages 993-993
Parallel Single-Thread Strategies in Scheduling….Pages 995-1006
Artificial Immune System for Short-Term Electric Load Forecasting….Pages 1007-1017
Ant Focused Crawling Algorithm….Pages 1018-1028
Towards Refinement of Clinical Evidence Using General Logics….Pages 1029-1040
An Empirical Analysis of the Impact of Prioritised Sweeping on the DynaQ’s Performance….Pages 1041-1051
Heuristic Algorithms for Solving Uncertain Routing-Scheduling Problem….Pages 1052-1063
Life Story Generation Using Mobile Context and Petri Net….Pages 1064-1074
Front Matter….Pages 993-993
On the Minima of Bethe Free Energy in Gaussian Distributions….Pages 1075-1086
An Application of Causality for Representing and Providing Formal Explanations about the Behavior of the Threshold Accepting Algorithm….Pages 1087-1098
A Method for Evaluation of Compromise in Multiple Criteria Problems….Pages 1099-1108
Neural Networks as Prediction Models for Water Intake in Water Supply System….Pages 1109-1119
Financial Prediction with Neuro-fuzzy Systems….Pages 1120-1126
Selected Cognitive Categorization Systems….Pages 1127-1136
Predictive Control for Artificial Intelligence in Computer Games….Pages 1137-1148
Building a Model for Time Reduction of Steel Scrap Meltdown in the Electric Arc Furnace (EAF): General Strategy with a Comparison of Feature Selection Methods….Pages 1149-1159
Epoch-Incremental Queue-Dyna Algorithm….Pages 1160-1170
Front Matter….Pages 1171-1171
Utilizing Open Travel Alliance-Based Ontology of Golf in an Agent-Based Travel Support System….Pages 1173-1184
Collaborative Recommendations Using Bayesian Networks and Linguistic Modelling….Pages 1185-1197
Autonomous Parsing of Behavior in a Multi-agent Setting….Pages 1198-1209
On Resource Profiling and Matching in an Agent-Based Virtual Organization….Pages 1210-1221
Knowledge Technologies-Based Multi-Agent System for Semantic Web Services Environments….Pages 1222-1233
Distributed Graphs Transformed by Multiagent System….Pages 1234-1242
Multi-agent Logics with Interacting Agents Based on Linear Temporal Logic: Deciding Algorithms….Pages 1243-1253
On Multi Agent Coordination in the Presence of Incomplete Information….Pages 1254-1265
Back Matter….Pages –
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