Artificial Intelligence and Soft Computing – ICAISC 2008: 9th International Conference Zakopane, Poland, June 22-26, 2008, ProceedingsLeszek Rutkowski, Ryszard Tadeusiewicz, Lofti A. Zadeh, Jacek M. Zurada Springer Science & Business Media, 16 jun 2008 - 1269 páginas 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. |
Índice
Input Signals Normalization in Kohonen Neural Networks | 3 |
Parallel Realisation of the Recurrent RTRN Neural Network Learning | 11 |
Stable Learning Algorithm of Global Neural Network for Identification of Dynamic Complex Systems | 17 |
The Influence of Training Data Availability Time on Effectiveness of ANN Adaptation Process | 28 |
WWWNewsgroupDocument Clustering by Means of Dynamic Selforganizing Neural Networks | 40 |
Municipal Creditworthiness Modelling by Kohonens Selforganizing Feature Maps and LVQ Neural Networks | 52 |
Fast and Robust Way of Learning the Fourier Series Neural Networks on the Basis of Multidimensional Discrete Fourier Transform | 62 |
Accuracy Improvement of Neural Network State Variable Estimator in Induction Motor Drive | 71 |
Hierarchical SVM Classification for Localization in Multilevel Sensor Networks | 632 |
Comparison of Shannon Renyi and Tsallis Entropy Used in Decision Trees | 643 |
Information Theory Inspired Weighted Immune Classification Algorithm | 652 |
Bayes Rule Principle of Indifference and Safe Distribution | 661 |
MAD Loss in Pattern Recognition and RBF Learning | 671 |
Parallel Ant Miner 2 | 681 |
ObjectOriented Software Systems Restructuring through Clustering | 693 |
Data Clustering with Semibinary Nonnegative Matrix Factorization | 705 |
Ensemble of Dipolar Neural Networks in Application to Survival Data | 78 |
On the Probability of a Local Minimum Detection in Random Search | 89 |
Convergence and Rates | 101 |
Efficient Predictive Control Integrated with Economic Optimisation Based on Neural Models | 111 |
ModelBased Fault Detection and Isolation Using Locally Recurrent Neural Networks | 123 |
Neural Network in Fast Adaptive Fourier Descriptor Based Leaves Classification | 135 |
Improving the Efficiency of Counting Defects by Learning RBF Nets with MAD Loss | 146 |
Robust MCDBased Backpropagation Learning Algorithm | 154 |
Some Issues on Intrusion Detection in Web Applications | 164 |
Neural Network Device for Reliability and Functional Analysis of Discrete Transport System | 175 |
Maximum of Marginal Likelihood Criterion instead of CrossValidation for Designing of Artificial Neural Networks | 186 |
Part II Fuzzy Systems and Their Applications | 195 |
Type2 Fuzzy Decision Trees | 197 |
An Application of Weighted Triangular Norms to Complexity Reduction of Neurofuzzy Systems | 207 |
RealTime Road Signs Tracking with the Fuzzy Continuously Adaptive Mean Shift Algorithm | 217 |
A New Method for Decision Making in the Intuitionistic Fuzzy Setting | 229 |
A Truth and Specificity Based Approach | 241 |
TS Fuzzy RuleBased Systems with Polynomial Membership Functions | 253 |
From Ensemble of Fuzzy Classifiers to Single Fuzzy Rule Base Classifier | 265 |
Efficient Fuzzy Predictive Economic SetPoint Optimizer | 273 |
Applications to Linguistic Summarization of Databases | 285 |
Assessing the Nontechnical Service Aspects by Using Fuzzy Methods | 295 |
Adaptation of Rules in the Fuzzy Control System Using the Arithmetic of Ordered Fuzzy Numbers | 306 |
Regression Modeling with Fuzzy Relations | 317 |
A New Approach to Creating Multisegment Fuzzy Systems | 324 |
On Defuzzification of Interval Type2 Fuzzy Sets | 333 |
Combining Basic Probability Assignments for Fuzzy Focal Elements | 341 |
Using Intuitionistic Fuzzy Sets in Text Categorization | 351 |
Part III Evolutionary Algorithms and Their Applications | 363 |
HighDimensional Problems | 364 |
Memetic Algorithm Based on a Constraint Satisfaction Technique for VRPTW | 376 |
AgentBased CoOperative CoEvolutionary Algorithm for MultiObjective Optimization | 388 |
Evolutionary Methods for Designing Neurofuzzy Modular Systems Combined by Bagging Algorithm | 398 |
Evolutionary Methods to Create Interpretable Modular System | 405 |
Fractal Dimension of Trajectory as Invariant of Genetic Algorithms | 414 |
From Parallel Implementation to Distributed Evolution | 426 |
Particle Swarm Optimization with Variable Population Size | 438 |
Genetic Algorithm as a Tool for Stock Market Modelling | 450 |
Robustness of Isotropic Stable Mutations in a General Search Space | 460 |
A Leading Algorithm in Future Optimization of Petroleum Engineering Processes | 469 |
Design and MultiObjective Optimization of Combinational Digital Circuits Using Evolutionary Algorithm with MultiLayer Chromosomes | 479 |
On Convergence of a Simple Genetic Algorithm | 489 |
Tuning Quantum MultiSwarm Optimization for Dynamic Tasks | 499 |
Part IV Classification Rule Discovery and Clustering | 511 |
Ensembling Classifiers Using Unsupervised Learning | 513 |
A Framework for Adaptive and Integrated Classification | 522 |
Solving Regression by Learning an Ensemble of Decision Rules | 533 |
Metalearning with Machine Generators and Complexity Controlled Exploration | 545 |
Assessing the Quality of Rules with a New Monotonic Interestingness Measure Z | 556 |
A Comparison of Methods for Learning of Highly Nonseparable Problems | 566 |
Towards Heterogeneous Similarity Function Learning for the kNearest Neighbors Classification | 578 |
Hough Transform in Music Tunes Recognition Systems | 588 |
Maximal Margin Estimation with PerceptronLike Algorithm | 597 |
Classes of Kernels for Hit Definition in Compound Screening | 609 |
The GABased BayesOptimal Feature Extraction Procedure Applied to the Supervised Pattern Recognition | 620 |
An Efficient Association Rule Mining Algorithm for Classification | 717 |
Comparison of Feature Reduction Methods in the Text Recognition Task | 729 |
V Image Analysis Speech and Robotics | 739 |
Robot Simulation of Sensory Integration Dysfunction in Autism with Dynamic Neural Fields Model | 740 |
A Novel Approach to Image Reconstruction Problem from FanBeam Projections Using Recurrent Neural Network | 752 |
Application to Venous Thrombosis | 762 |
Optical Flow Based Velocity Field Control | 771 |
Detection of Phoneme Boundaries Using Spiking Neurons | 782 |
Geometric Structure Filtering Using Coupled Diffusion Process and CNNBased Approach | 794 |
MultiAgent Remote Control for Robot Motion Planning | 806 |
A Hybrid Method of User Identification with Use Independent Speech and Facial Asymmetry | 818 |
Multilayer Perceptrons for Bioinspired Friction Estimation | 828 |
Color Image Watermarking and Selfrecovery Based on Independent Component Analysis | 839 |
A Fuzzy RuleBased System with Ontology for Summarization of Multicamera Event Sequences | 850 |
A New Approach to Interactive Visual Search with RBF Networks Based on Preference Modelling | 861 |
An Adaptive Fast Transform Based Image Compression | 874 |
Emotion Recognition with Poincare Mapping of VoicedSpeech Segments of Utterances | 886 |
Effectiveness of Simultaneous Behavior by Interactive Robot | 896 |
VI Bioinformatics and Medical Applications | 907 |
QualityDriven Continuous Adaptiation of ECG Interpretation in a Distributed Surveillance System | 909 |
Detection of Eyes Position Based on Electrooculography Signal Analysis | 919 |
An NLPBased 3D Scene Generation System for Children with Autism or Mental Retardation | 929 |
On Using Energy Signatures in Protein Structure Similarity Searching | 939 |
A Semantic Pervasive Services Platform for Biomedical Information Integration | 951 |
The PCR Primer Design as a Metaheuristic Search Process | 963 |
On Differential Stroke Diagnosis by Neurofuzzy Structures | 974 |
Novel Quantitative Method for Spleens Morphometry in Splenomegally | 981 |
VII Various Problems of Artificial Intelligence | 992 |
Parallel SingleThread Strategies in Scheduling | 995 |
Artificial Immune System for ShortTerm Electric Load Forecasting | 1007 |
Ant Focused Crawling Algorithm | 1018 |
Towards Refinement of Clinical Evidence Using General Logics | 1029 |
An Empirical Analysis of the Impact of Prioritised Sweeping on the DynaQs Performance | 1041 |
Heuristic Algorithms for Solving Uncertain RoutingScheduling Problem | 1052 |
Life Story Generation Using Mobile Context and Petri Net | 1064 |
On the Minima of Bethe Free Energy in Gaussian Distributions | 1075 |
An Application of Causality for Representing and Providing Formal Explanations about the Behavior of the Threshold Accepting Algorithm | 1087 |
A Method for Evaluation of Compromise in Multiple Criteria Problems | 1099 |
Neural Networks as Prediction Models for Water Intake in Water Supply System | 1109 |
Financial Prediction with Neurofuzzy Systems | 1120 |
Selected Cognitive Categorization Systems | 1127 |
Predictive Control for Artificial Intelligence in Computer Games | 1137 |
General Strategy with a Comparison of Feature Selection Methods | 1149 |
EpochIncremental QueueDyna Algorithm | 1160 |
VIII Agent Systems | 1171 |
Utilizing Open Travel AllianceBased Ontology of Golf in an AgentBased Travel Support System | 1172 |
Collaborative Recommendations Using Bayesian Networks and Linguistic Modelling | 1185 |
Autonomous Parsing of Behavior in a Multiagent Setting | 1198 |
On Resource Profiling and Matching in an AgentBased Virtual Organization | 1210 |
Knowledge TechnologiesBased MultiAgent System for Semantic Web Services Environments | 1222 |
Distributed Graphs Transformed by Multiagent System | 1234 |
Deciding Algorithms | 1243 |
On Multi Agent Coordination in the Presence of Incomplete Information | 1254 |
| 1266 | |
Otras ediciones - Ver todo
Términos y frases comunes
accuracy adaptation analysis application approach Berlin Heidelberg 2008 calculated classifier clustering coefficients complexity Computer data mining database dataset decision trees defined defuzzification denotes described detection distribution dynamic elements error estimation evaluated evolutionary algorithms example experimental experiments Fuzzy Numbers fuzzy sets Fuzzy Systems genetic algorithm Heidelberg Hough transform ICAISC IEEE input integration interval iteration Kacprzyk kernel layer learning algorithm linear linguistic Machine Learning matrix measure membership functions method minimization neural network neuro-fuzzy neuro-fuzzy system neurons nodes nonlinear objects obtained optimization output paper parameters Pattern Recognition perceptron performance pheromone population prediction presented probability problem Proc processors proposed refactorings robot rules Rutkowski samples sequence signal simulation solution space Springer Springer-Verlag Berlin Heidelberg structure Support Vector Machines Table techniques tion training set transform type-2 fuzzy sets values variables vector weights