ISBN: 3790800058
TITLE: Neural Networks and Soft Computing
AUTHOR: Rutkowski, Kacprzyk
TOC:

Invited Papers
It is a Fundamental Limitation to Base Probability Theory on Bivalent
Logic 1
Lotfi A. Zadeh
Soft Variables as a Generalization of Uncertain, Random and Fuzzy
Variables 4
Zdzislaw Bubnicki
Decision Algorithms, Bayes' Theorem and Flow Graphs 18
Zdzislaw Pawlak
New Consideration on Criteria of Model Selection 25
Shun-ichi Amari
Generalized Conjunction, Disjunction and Negation Operations in
Fuzzy Modeling 31
Ildar Batyrshin
Image Data Compression/Reconstruction by Fuzzy Relational Equation 40
Kaoru Hirota, Hajime Nobuhara, Witold Pedrycz
Interpolation in Hierarchical Rule Bases 48
Lzl T. Kczy, Leila Muresan, Kornl Csnyi, Kaoru Hirota
On Algebraic Operations on Fuzzy Reals
Witold Kosifiski, Piotr Prokopowicz, Dominik Slezak
Formal Fuzzy Logic and its Use in Modeling of Vagueness and Computing with Words 62
Vilm Novk
Independent Component Analysis for Simultaneous Active Noise Canceling and Blind Signal Separation 73
Hyung Min Park, Tae-Su Kirn, Yoon-Kyung Choi, Soo-Young Lee
On The Universality of The Single-Layer Perceptron Model
Sarunas Raudys
A Hybrid Connectionist System for Multiple Regression 87
Rudy Setiono, Jacek M. Zurada
Financial Fraud Identification Using MF-ARTMAP Neural Network 95
Peter Sink, Marcel Hric, Richard Val'o, Pavol Horansk, Pavel Karel
Radial Basis Function Neural Networks: Theory and Applications 107
Pawel Strumillo, Wladyslaw Kaminski
Introduction of Interactive Evolutionaty Computation and Its Application to CG Creativity 120
Hideyuki Takagi
Neuroinformatics Research in Vision 128
Shiro Usui
Soft Computing in Hardware Implementations 135
Bogdan M. Wilamowski, Okyay Kaynak
Neural Networks
On the Node Complexity of Threshold Gate Circuits with Sub-linear Fan-ins 143
Valeriu Beiu
Numerically Robust Learning Algorithms for Feed Forward Neural Networks 149
Jarostaw Bilski, Leszek Rutkowski
A Neural Network Based Approach For Sensors Issued Data Fusion 155
Abdennasser Chebira, Kurosh Madani
Population Learning Metaheuristic for Neural Network Training 161
Ireneusz Czamowski, Piotr Jedrzejowicz
161
A Penalty Function to Obtain Satisfactory Local Models of Complex Systems 167
Grzegorz Dralus, Jerzy Swiatek
Feature Selection Based on Information Theory Filters 173
Wlodzislaw Duch, Jacek Biesiada, Tomasz Winiarski, Karo1 Grudzinski,
Krzysztof Grabczewski
Neural Network Design without Learning 179
Ewa Dudek-Dyduch, Zbigniew Gomtika
New Ontogenic Neural Network Classifcator Based on Probabilistic Reasoning 188
Adrian Horzyk
Discrete Quasi-gradient Features Weighting Algorithm 194
Norbert Jankowski
Input Ranking Revisited:A Theoretical Input Sensitivity Approach 200
Sanggil Kang, Can Isik, Steven Morphet
On the Influence of Synaptic Dilution on Memory Properties of Neural Networks 206
Robert Kositiski, Magdalena M. Sinolccka
Evolutionary Algorithm vs. Other Methods for Constructive Optimisation of RBF Network Kernels 212
Jan Koszlaga, Pawel Strumillo
Heuristic Dynamit Programming for Neural Networks Learning 218
Part 1: Learning as a Control Problem
Maciej Krawczak
Heuristic Dynamit Programming for Neural Networks Learning Part 2: I-Order Differential Dynamit Programming 224
Maciej Krawczak
Evaluation of Dipolar Neural Networks in Survival Time Prediction 230
Malgorzata Kretowska, Leon Bobrowski
A Synaptic Indicator Based Approach for Hidden Parameters Extraction In Industrial Environment 236
Kurosh Madani, Ion Berechet
Regression Hyper Surfaces with a Modified Neural Network Architecture 242
L. F. Mingo, P. Gisbert, J. D. Carrillo, C. Hernndez
Response Surface Methodology at Irregular Grids Based on Voronoi Scheme with Neural Network Approximator 250
Jacek Pietraszek
Extended RBF Nets - Preliminary Studies
Ewaryst Rafajlowicz
How to Test Overfitting When There is not Enough Data for a Testing Set?
Izabela Rejer, Andrzej Piegat
On Very Large Scale Hamiltonian Neural Nets
Wieslaw Sienko, Wieslaw Citko
Fuzzy Systems
On sup - * Compositions of Fuzzy Implications 274
Michal Baczynski, Jozef Drewniak, Jolanta Sobera
A New Approach to Fuzzy Constraints in Linear Programming 280
Joanna Banas
On a Linguistic Description of Dependencies in Data 286
Ildar Batyrshin, Michael Wagenknecht
New Index of Significance for Inputs Selection 292
Joanna Chimiak-Opoka
Fuzzy Reliability Analysis 298
Jacek Mazurkiewicz, Tomasz Walkowiak
Variable Precision Rough Sets in Analysis of Inconsistent Decision
Tables 304
Alicja Mieszkowicz-Rolka, Leszek Rolka
The Newton Interpolation Method with Fuzzy Numbers as the Entries 310
Elisabeth Rakus-Andersson
Fuzzy Optimization Using Direct Crisp and Fuzzy Interval Comparison 316
Pavel Sevastjanov, Pawel Rog
Membership Functions as Combination of Expert's Knowledge with Population Information 322
Ewa Straszecka, Joanna Straszecka
Towards More Human Consistent Reasoning via Intuitionistic
Fuzzy Sets 328
Eulalia Szmidt, Janusz Kacprzyk
Fuzzy Relational Thesauri Expansion Using Categorized Textual Data 334
Domonkos Tikk, Jae Dong Yang
Evolutionary Algorithms
Investigation of the Neighborhood Attraction Evolutionary Algorithm Based on Neural Gas 340
Jutta Huhse, Thomas Villmann, Andreas Zell
A Fate of Two Evolutionary Walkers after the Departure from the Origin 346
Akira Imada
Genetic Algorithms with Adaptive Mets-heuristics for 2D Packing Problem 352
Romuald Jagielski
Genetic Decryption of Columnar Transposition Code 358
Anna Kleszczynska, Piotr S. Szczepaniak
A Floating-Point Based Evolutionary Algorithm for Model Parameters Extraction and Optimization in HBT Device Simulation 364
Yiming Li, Chuen-Tsat Sun, Cheng-Kai Chen
Rule Extraction from Trained Neural Network with Evolutionary Algorithms 370
Urszula Markowska-Kaczmar, Marcin Chumieja
Genetic Algorithm for Observer Parameters Tuning in Sensorless Induction Motor Drive 376
Andrzej Przybyl, Jerzy Jelonkiewicz
Moving Objects in the Problem of Path Planning by Evolutionary Computation 382
Roman Smierzchalski, Andrzej Lebkowski
Soft Computing in Classification and Pattern Recognition 
Determining Relevant Input Dimensions for the Self Organizing Map 388
Thorsten Bojer, Barbara Hammer, Marc Strickert, Thomas Villmann
The Use of Wide-frame Cepstrum in Speech Recognition 394
Justyna Brzescinska, Tomasz de Jastrzebiec Wykowski
Face Recognition/Detection by Clustering and Probabilistic Neural Networks 400
Giacomo Capizzi, Salvatore Coca, Cinzia Giuffrida, Antonio Laudani, Giuseppe Pappalardo
A Posteriori Corrections to Classification Methods 406
Wlodzislaw Duch, Lukasz Itert
Competent Undemocratic Committees 412
Wlodzislaw Duch, Lukasz Itert, Karo1 Grudzinski
Reasoning in Structured Bayesian Networks 418
Mieczyslaw Alojzy Klopotek
Machine Learning Methods for Improving Gender Recognition from Stop Consonants 424
Ewa Lukasik, Robert Susmaga
Sequential Classification 430
Agata Kolakowska, Witold Malina
Geometry and Logic in Pattern Classifiers 436
Witold Pedrycz, Nicolino Pizzi
Fuzzy Bayesian Classifier: a Multi-Agent System for Information Retrieval in the Web 444
Jos C Romero Carts, Leonid B. Sheremetov
Medical Applications of Soft Computing
Can Neural Networks Be Used to Define the Rules of Cardiovascular Disease Prevention in the Nutrition Domain? 450
Agnieszka Borowiec, Krzysztof Fronczyk, Bohdan Macukow,
Maciej Grzenda
A Practical Approach To Image Reconstruction From Projections Using Neural Networks Structure 456
Robert Ciemiak
A Systolic Realisation of the Neuro-Tomograph 462
Robert Cierniak, Jacek Smolag
An Investigation of Differential Skin Colonization of Neonates by
Staphylococci, Using an Artificial Neural Network-based System 468
Diana R. Cundell, Les M. Sztandera, Alan Arbeter, Jean M. Morrone
Evolutionary Computing Techniques for Diagnosis of Urinary Tract Infections in Vivo, Using Gas Sensors 474
Vassilis Kodogiannis, Alexandros K. Pavlou, Panagiotis Chountas, Anthony
P. F. Turner
Neural Expert System for Pharmaceutical Formulation Development - Focus
on Solid Dispersions 480
Aleksander Mendyk, Renata Jachowicz, Anna Blasiak
Using Artificial Neural Network as a Tool for Epidemiological Data Analysis 486
Sebastian Polak, Aleksander Mendyk, Jerzy Brandys
A Neural Network Based Investigation of High Frequency Components of the ECG 492
Minija Tamosiunate, Sarnas Raudys
Automatic Ischemic Stroke Segmentation Using Various Techniques 498
Andrius Usinskas, Erinija Pranckeviciene, Thomas Wittenberg, Peter Hastreiter, Bernd F. Tomandl
Neuro-Fuzzy Systems
Simple Modification of Takagi-Sugeno Model 504
Bohdan S. Butkiewicz
Applying Genetic Algorithm for Training Hybrid Neuro-Fuzzy Classifier - the nfgClass System 510
Piotr Gradzki
Fuzzy Calculus by RBF Neural Networks 516
Vojislav Kecman, Zhenquan Li
Extending Neuro-Fuzzy Classification to Semi-Supervised Learning 523
Aljoscha Klose, Daniela Girimonte, Rudolf Kruse
An varepsilon-insensitive Learning in Neuro-Fuzzy Modeling
Jacek Leski, Norbert Henzel
Soft Techniques for Bayesian ClassiJication 537
Robert Nowicki, Leszek Rutkowski
Gradient Descent Based Optimization of Transparent Mamdani Systems 545
Andri Riid, Ennu Rstem
A Neural Network Equivalent to a Neuro-Fuzzy System for Classification 551
Danuta Rutkowska
Compromise Weighted Neuro - Fuzzy Systems 557
Leszek Rutkowski, Krzysztof Cpalka
A Fuzzy Relational System with Linguistic Antecedent Certainty
Factors 563
Rafal Scherer, Leszek Rutkowski
Interval Type 2 Neuro-Fuzzy Systems Based on Interval Consequents 570
Janusz Starczewski, Leszek Rutkowski
Generation of Fuzzy Neural Network Structure 578
Zbigniew Swiatnicki, Vladimir Olej
Various Methods of Soft Computing
Regularization Background of Clustering Algorithms
Piotr Bogus, Katarzyna Lewandowska, Francesco Masulli
Simulated Annealing C-Means Clustering Algorithm Convergence Proof 590
Piotr Bogus, Anna Maria Massone, Francesco Masulli
Learning by Constraint Relaxation 596
John Day
Forests of Decision Trees 602
Krzysztof Grabczewski, Wlodzislaw Duch
Agent Populations as Computational Intelligence 608
Marek Kisiel-Dorohinicki, Grzegorz Dobrowolski, Edward Nawarecki
Conditional Belief Functions Versus Proper Belief Functions 614
Mieczyslaw Alojzy Klopotek, Slawomir Tadeusz Wierzchori
Transformation Distances, Strings and Identifcation of DNA Promoters
Maciej Marczak, Wlodzislaw Duch, Karo1 Grudzinski, Antoine Naud
Solving Stochastic Shortest Path Problem Using Monte Carlo Sampling Method: A Distributed Learning Automata Approach 626
Mohammad R. Meybodi, Hamid Beigy
Visualization of Large Data Sets Using MDS Combined with LVQ
Antoine Naud, Wlodzislaw Duch
Controlling the Asymptotic Level Density for Quantization Processes with Self-Organizing Maps 638
Ewa Skubalska-Rafajtowicz
Formal Neuro-Immune Network 644
Alexander Tarakanov, Georgy Penev, Kurosh Madani
Memory Management in Artificial Immune System 650
Krzysztof Trojanowski, Sfawomir Tadeusz Wierzchon
Image Processing
A Software Platform for Evaluation of Neural Algorithms for Stereo Image Processing 656
Boguslaw Cyganek, Jan Borgosz

Sequential Analysis of Medical Images Using Neural Networks 662
Marek Czelen, Grzegorz Wojtas, Zbigniew Mikrut
Medical Image Recognition Based on Fractal Features 668
Edward Kacki, Marcin Janaszewski
Improving Image Database Summarization by Automatic Image
Feature Selection Using GA 674
Zoran Stejic, Eduardo M. Iyoda, Yasufumi Takama, Kaoru Hirota
Soft Computing in Automatics
System Identification Using Delaunay Tessellation of Self-Organizing
Maps 680
Janos Abonyi, Ferenc Szeifert
Neural Network Reactive Navigation and Control of Wheeled Mobile Robot 686
Zenon Hendzel
Training of Neural Network Wiener Models with Recursive Prediction Error Algorithm 692
Andrzej Janczak
Dynamit GMDII Type Neural Networks 698
Marcin Mrugalski, Eugen Arinton, Jozef Korbicz
Neural Networks for Signal Processing
Generalized Spectrum Analysis by Means of Neural Networks 704
Dariusz Grabowski, Janusz Walczak
Wavelet Network for Recursive Function Learning 710
Zygmunt Hasiewicz
Interpolation and Approximation of Models 716
Bruno Pelletier
Wavelet Network Estimating Regression Function 722
Przemyslaw Sliwinski
Economic Applications
Dynamit Programming with NAR Model Versus Q-learning - Case Study 728
Jaroslaw Chrobak, Andrzej Pacut
Evaluation of Economic Effectiveness of Provinces with Rough and Fuzzy Sets 734
Marcin Korzeri, Andrzej Piegat
Evolutionarily Developed Neural Networks for Investment Strategies Construction 742
Janusz Morajda
Credit Granting Procedure: Multilayer Perceptron And Classification Tree 748
Dorota Witkowska, Iwona Staniec
Mechanical Applications
Reliability Analysis of Structures by Neural Network Supported Monte
Carlo Methods 754
Joanna Kaliszuk, Zenon Waszczyszyn
BP Neural Network Computation of Response Spectra Using a Subpicture Idea 760
Krystyna Kuzniar
Neural Networks in Updating of Dynamit Models with Experimental Verification 766
Bartosz Miller, Leonard Ziemiafiski
A Fuzzy Neural Network for the Analysis of Experimental Structural Mechanics Problems 772
Ewa Pabisek, Magdalena Jakubek, Zenon Waszczyszyn
Neural Network Identification of a Circular Hole in the Rectangular Plate 778
Grzegorz Piatkowski, Leonard Ziemianski
Neural Analysis of Concrete Shrinkage 784
Anna Urbariska, Zenon Waszczyszyn
Various Applications
Short-Term Load Forecasting for Energy Markets 790
Witold Bartkiewicz, Bozena Matusiak
Systolic architecture for Higher Order Neural Networks
Jarodaw Bilski, Jacek Smolag
Decomposition and Argument Reduction of Neural Networks 802
Piotr Buciak, Tadeusz Luba, Hubert Niewiadomski, Michal Pleban, Piotr Sapiecha, Henry Selvaraj
Traffic Flow Simulation - Cellular Automata with Fuzzy Rules Approach 808
Marcin Burzynski, Waldemar Cudny, Witold Kosinski
An MLP Predictor of ELF Environmental Magnetic Fields Pollution 814
Giacomo Capizzi, Salvatore Coca, Cinzia Giuffrida, Antonio Laudani,
Giuseppe Pappalardo, Roberto Pulvirenti
Forecasting of Meteorologic Data by Artificial Neural Networks 820
Kerem Cigizoglu
Artifcial Neural Network Predictive System for Oxygen Steelmaking
Converter 825
Jan Falkus, Piotr Pietrzkiewicz, Wojciech Pietrzyk, Jan Kusiak
Evaluation of a Helicopter Model Using Generalized Back Propagation Through Time 831
Krzysztof Fujarewicz
Correction of Non-linear Dynamit Properties of Temperature Sensors by the Use of ANN 837
Lidia Jackowska-Strumillo
Short-Term Weather Forecasting with Neural Networks 843
Marcin Jaruszewicz, Jacek Maridziuk
Method for Detection of Wheat Grain Damage with Application of Neural Networks 849
Aleksander Kubiak, Zbigniew Mikrut
The WWW Based Data Mining Toolbox Architecture 855
Lukasz Kurgart, Krzysztof Cios, Michael Trombley
Concept of Neural Model of the Sea Bottom Surface 861
Jacek Lubczonek, Andrzej Stateczny
Systolic Simulation of Hamming Neural Network 867
Jacek Mazurkiewicz
Neural Network Simulation of Energy Transfer Processes in a Membrane Protein System 873
Petr V. Nazarov, Vladimir V. Apanasovich, Vladimir M. Lutkovski, Marcus A. Hemminga, Rob B. M. Koehorst
Neural Network Modifiers of Nonlinear Dynamical Systems 879
Andrzej Ossowski
Probabilistic-Fuzzy Method of Ship Manoeuvre Safety Assessment in a Restricted Area 885
Zbigniew Pietrzykowski
Irregular Shape Particle Size Analysis Using Neural Network Approach 891
Edward Roj
Neural Classifier for Bottom Sediments 897
Dariusz Szulc, Mariusz Waz
Performance of ROC Curves and LVQ Neural Networks in Detection of Middle Cerebral Arterg Spasm 903
Miroslaw Swiercz, Zenon Mariak, Jaroslaw Krejza
Neural Network Approach to Acoustic Detection of Number of Vehicles 909
Tomasz Walkowiak, Pawel Zogai
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