Neural Networks and Soft Computing

by Rutkowski, Leszek; Kacprzyk, Janusz

• ISBN13: 9783790800050
• ISBN10: 3790800058
• Format: Paperback
• Copyright: 2003-01-01
• Publisher: Physica Verlag

Summary

This volume presents new trends and developments in soft computing techniques. Topics include: neural networks, fuzzy systems, evolutionary computation, knowledge discovery, rough sets, and hybrid methods. It also covers various applications of soft computing techniques in economics, mechanics, medicine, automatics and image processing. The book contains contributions from internationally recognized scientists, such as Zadeh, Bubnicki, Pawlak, Amari, Batyrshin, Hirota, Koczy, Kosinski, Novák, S.-Y. Lee, Pedrycz, Raudys, Setiono, Sincak, Strumillo, Takagi, Usui, Wilamowski and Zurada. An excellent overview of soft computing methods and their applications. TOC:Part I: Invited Papers.- Part II: Neural Networks.- Part III: Fuzzy Systems.- Part IV: Evolutionary Algorithms.- Part V: Soft Computing in Classification and Pattern Recognition.- Part VI: Medical Applications of Soft Computing.- Part VII: Neuro-Fuzzy Systems.- Part VIII: Various Methods of Soft Computing.- Part IX: Image Processing.- Part X: Soft Computing in Automatics.- Part XI: Neural Networks for Signal Processing.- Part XII: Economic Applications.- Part XIII: Mechanical Applications.- Part XIV: Various Applications.

Table of Contents

Invited Papers
It is a Fundamental Limitation to Base Probability Theory on Bivalent Logic	1	(3)
Lotfi A. Zadeh
Soft Variables as a Generalization of Uncertain, Random and Fuzzy Variables	4	(14)
Zdzislaw Bubnicki
Decision Algorithms, Bayes' Theorem and Flow Graphs	18	(7)
Zdzislaw Pawlak
New Consideration on Criteria of Model Selection	25	(6)
Shun-ichi Amari
Generalized Conjunction, Disjunction and Negation Operations in Fuzzy Modeling	31	(9)
Ildar Batyrshin
Image Data Compression/Reconstruction by Fuzzy Relational Equation	40	(8)
Kaoru Hirota
Hajime Nobuhara
Witold Pedrycz
Interpolation in Hierarchical Rule Bases	48	(6)
Laszlo T. Koczy
Leila Muresan
Kornel Csanyi
Kaoru Hirota
On Algebraic Operations on Fuzzy Reals	54	(8)
Witold Kosinski
Piotr Prokopowicz
Dominik Slezak
Formal Fuzzy Logic and its Use in Modeling of Vagueness and Computing with Words	62	(11)
Vilem Novak
Independent Component Analysis for Simultaneous Active Noise Canceling and Blind Signal Separation	73	(6)
Hyung Min Park
Tae-Su Kim
Yoon-Kyung Choi
Soo-Young Lee
On the Universality of The Single-Layer Perceptron Model	79	(8)
Sarunas Raudys
A Hybrid Connectionist System for Multiple Regression	87	(8)
Rudy Setiono
Jacek M. Zurada
Financial Fraud Identification Using MF-ARTMAP Neural Network	95	(12)
Peter Sincak
Marcel Hric
Richard Val'o
Pavol Horansky
Pavel Karel
Radial Basis Function Neural Networks: Theory and Applications	107	(13)
Pawel Strumillo
Wladyslaw Kaminski
Introduction of Interactive Evolutionary Computation and Its Application to CG Creativity	120	(8)
Hideyuki Takagi
Neuroinformatics Research in Vision	128	(7)
Shiro Usui
Soft Computing in Hardware Implementations	135	(8)
Bogdan M. Wilamowski
Okyay Kaynak
Neural Networks
On the Node Complexity of Threshold Gate Circuits with Sub-linear Fan-ins	143	(6)
Valeriu Beiu
Numerically Robust Learning Algorithms for Feed Forward Neural Networks	149	(6)
Jaroslaw Bilski
Leszek Rutkowski
A Neural Network Based Approach For Sensors Issued Data Fusion	155	(6)
Abdennasser Chebira
Kurosh Madani
Population Learning Metaheuristic for Neural Network Training	161	(6)
Ireneusz Czarnowski
Piotr Jedrzejowicz
A Penalty Function to Obtain Satisfactory Local Models of Complex Systems	167	(6)
Grzegorz Dralus
Jerzy Swiatek
Feature Selection Based on Information Theory Filters	173	(6)
Wlodzislaw Duch
Jacek Biesiada
Tomasz Winiarski
Karol Grudzinski
Krzysztof Grabczewski
Neural Network Design without Learning	179	(9)
Ewa Dudek-Dyduch
Zbigniew Gomolka
New Ontogenic Neural Network Classificator Based on Probabilistic Reasoning	188	(6)
Adrian Horzyk
Discrete Quasi-gradient Features Weighting Algorithm	194	(6)
Norbert Jankowski
Input Ranking Revisited: A Theoretical Input Sensitivity Approach	200	(6)
Sanggil Kang
Can Isik
Steven Morphet
On the Influence of Synaptic Dilution on Memory Properties of Neural Networks	206	(6)
Robert Kosinski
Magdalena M. Sinolecka
Evolutionary Algorithm vs. Other Methods for Constructive Optimisation of RBF Network Kernels	212	(6)
Jan Koszlaga
Pawel Strumillo
Heuristic Dynamic Programming for Neural Networks Learning Part 1: Learning as a Control Problem	218	(6)
Maciej Krawczak
Heuristic Dynamic Programming for Neural Networks Learning Part 2: I-order Differential Dynamic Programming	224	(6)
Maciej Krawczak
Evaluation of Dipolar Neural Networks in Survival Time Prediction	230	(6)
Malgorzata Kretowska
Leon Bobrowski
A Synaptic Indicator Based Approach for Hidden Parameters Extraction In Industrial Environment	236	(6)
Kurosh Madani
Ion Berechet
Regression Hyper Surfaces with a Modified Neural Network Architecture	242	(8)
L. F. Mingo
P. Gisbert
J. D. Carrillo
C. Hernandez
Response Surface Methodology at Irregular Grids Based on Voronoi Scheme with Neural Network Approximator	250	(6)
Jacek Pietraszek
Extended RBF Nets - Preliminary Studies	256	(6)
Ewaryst Rafajlowicz
How to Test Overfitting When There is not Enough Data for a Testing Set?	262	(6)
Izabela Rejer
Andrzej Piegat
On Very Large Scale Hamiltonian Neural Nets	268	(6)
Wieslaw Sienko
Wieslaw Citko
Fuzzy Systems
On sup - *Compositions of Fuzzy Implications	274	(6)
Michal Baczynski
Jozef Drewniak
Jolanta Sobera
A New Approach to Fuzzy Constraints in Linear Programming	280	(6)
Joanna Banas
On a Linguistic Description of Dependencies in Data	286	(6)
Ildar Batyrshin
Michael Wagenknecht
New Index of Significance for Inputs Selection	292	(6)
Joanna Chimiak-Opoka
Fuzzy Reliability Analysis	298	(6)
Jacek Mazurkiewicz
Tomasz Walkowiak
Variable Precision Rough Sets in Analysis of Inconsistent Decision Tables	304	(6)
Alicja Mieszkowicz-Rolka
Leszek Rolka
The Newton Interpolation Method with Fuzzy Numbers as the Entries	310	(6)
Elisabeth Rakus-Andersson
Fuzzy Optimization Using Direct Crisp and Fuzzy Interval Comparison	316	(6)
Pavel Sevastjanov
Pawel Rog
Membership Functions as Combination of Expert's Knowledge with Population Information	322	(6)
Ewa Straszecka
Joanna Straszecka
Towards More Human Consistent Reasoning via Intuitionistic Fuzzy Sets	328	(6)
Eulalia Szmidt
Janusz Kacprzyk
Fuzzy Relational Thesauri Expansion Using Categorized Textual Data	334	(6)
Domonkos Tikk
Jae Dong Yang
Evolutionary Algorithms
Investigation of the Neighborhood Attraction Evolutionary Algorithm Based on Neural Gas	340	(6)
Jutta Huhse
Thomas Villmann
Andreas Zell
A Fate of Two Evolutionary Walkers after the Departure from the Origin	346	(6)
Akira Imada
Genetic Algorithms with Adaptive Meta-heuristics for 2D Packing Problem	352	(6)
Romuald Jagielski
Genetic Decryption of Columnar Transposition Code	358	(6)
Anna Kleszczynska
Piotr S. Szczepaniak
A Floating-Point Based Evolutionary Algorithm for Model Parameters Extraction and Optimization in HBT Device Simulation	364	(6)
Yiming Li
Chuen-Tsat Sun
Cheng-Kai Chen
Rule Extraction from Trained Neural Network with Evolutionary Algorithms	370	(6)
Urszula Markowska-Kaczmar
Marcin Chumieja
Genetic Algorithm for Observer Parameters Tuning in Sensorless Induction Motor Drive	376	(6)
Andrzej Przybyl
Jerzy Jelonkiewicz
Moving Objects in the Problem of Path Planning by Evolutionary Computation	382	(6)
Roman Smierzchalski
Andrzej Lebkowski
Soft Computing in Classification and Pattern Recognition
Determining Relevant Input Dimensions for the Self Organizing Map	388	(6)
Thorsten Bojer
Barbara Hammer
Marc Strickert
Thomas Villmann
The Use of Wide-frame Cepstrum in Speech Recognition	394	(6)
Justyna Brzescinska
Tomasz de Jastrzebiec Wykowski
Face Recognition/Detection by Clustering and Probabilistic Neural Networks	400	(6)
Giacomo Capizzi
Salvatore Coco
Cinzia Giuffrida
Antonio Laudani
Giuseppe Pappalardo
A Posteriori Corrections to Classification Methods	406	(6)
Wlodzislaw Duch
Lukasz Itert
Competent Undemocratic Committees	412	(6)
Wlodzislaw Ducl
Lukasz Itert
Karol Grudzinski
Reasoning in Structured Bayesian Networks	418	(6)
Mieczyslaw Alojzy Klopotek
Machine Learning Methods for Improving Gender Recognition from Stop Consonants	424	(6)
Ewa Lukasik
Robert Susmaga
Sequential Classification	430	(6)
Agata Kolakowska
Witold Malina
Geometry and Logic in Pattern Classifiers	436	(8)
Witold Pedrycz
Nicolino Pizzi
Fuzzy Bayesian Classifier: a Multi-Agent System for Information Retrieval in the Web	444	(6)
Jose C Romero Cortes
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	(6)
Agnieszka Borowiec
Krzysztof Fronczyk
Bohdan Macukow
Maciej Grzenda
A Practical Approach To Image Reconstruction From Projections Using Neural Networks Structure	456	(6)
Robert Cierniak
A Systolic Realisation of the Neuro-Tomograph	462	(6)
Robert Cierniak
Jacek Smolag
An Investigation of Differential Skin Colonization of Neonates by Staphylococci, Using an Artificial Neural Network-based System	468	(6)
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	(6)
Vassilis Kodogiannis
Alexandros K. Pavlou
Panagiotis Chountas
Anthony P. F. Turner
Neural Expert System for Pharmaceutical Formulation Development - Focus on Solid Dispersions	480	(6)
Aleksander Mendyk
Renata Jachowicz
Anna Blasiak
Using Artificial Neural Network as a Tool for Epidemiological Data Analysis	486	(6)
Sebastian Polak
Aleksander Mendyk
Jerzy Brandys
A Neural Network Based Investigation of High Frequency Components of the ECG	492	(6)
Minija Tamosiunaite
Sarunas Raudys
Automatic Ischemic Stroke Segmentation Using Various Techniques	498	(6)
Andrius Usinskas
Erinija Pranckeviciene
Thomas Wittenberg
Peter Hastreiter
Bernd F. Tomandl
Neuro-Fuzzy Systems
Simple Modification of Takagi-Sugeno Model	504	(6)
Bohdan S. Butkiewicz
Applying Genetic Algorithm for Training Hybrid Neuro-Fuzzy Classifier - the nfgClass System	510	(6)
Piotr Gradzki
Fuzzy Calculus by RBF Neural Networks	516	(7)
Vojislav Kecman
Zhenquan Li
Extending Neuro-Fuzzy Classification to Semi-Supervised Learning	523	(8)
Aljoscha Klose
Daniela Girimonte
Rudolf Kruse
An ε-insensitive Learning in Neuro-Fuzzy Modeling	531	(6)
Jacek Leski
Norbert Henzel
Soft Techniques for Bayesian Classification	537	(8)
Robert Nowicki
Leszek Rutkowski
Gradient Descent Based Optimization of Transparent Mamdani Systems	545	(6)
Andri Riid
Ennu Rustern
A Neural Network Equivalent to a Neuro-Fuzzy System for Classification	551	(6)
Danuta Rutkowska
Compromise Weighted Neuro - Fuzzy Systems	557	(6)
Leszek Rutkowski
Krzysztof Cpalka
A Fuzzy Relational System with Linguistic Antecedent Certainty Factors	563	(7)
Rafal Scherer
Leszek Rutkowski
Interval Type 2 Neuro-Fuzzy Systems Based on Interval Consequents	570	(8)
Janusz Starczewski
Leszek Rutkowski
Generation of Fuzzy Neural Network Structure	578	(6)
Zbigniew Swiatnicki
Vladimir Olej
Various Methods of Soft Computing
Regularization Background of Clustering Algorithms	584	(6)
Piotr Bogus
Katarzyna Lewandowska
Francesco Masulli
Simulated Annealing C-Means Clustering Algorithm Convergence Proof	590	(6)
Piotr Bogus
Anna Maria Massone
Francesco Masulli
Learning by Constraint Relaxation	596	(6)
John Day
Forests of Decision Trees	602	(6)
Krzysztof Grabczewski
Wlodzislaw Duch
Agent Populations as Computational Intelligence	608	(6)
Marek Kisiel-Dorohinicki
Grzegorz Dobrowolski
Edward Nawarecki
Conditional Belief Functions Versus Proper Belief Functions	614	(6)
Mieczyslaw Alojzy Klopotek
Slawomir Tadeusz Wierzchon
Transformation Distances, Strings and Identification of DNA Promoters	620	(6)
Maciej Marczak
Wlodzislaw Duch
Karol Grudzinski
Antoine Naud
Solving Stochastic Shortest Path Problem Using Monte Carlo Sampling Method: A Distributed Learning Automata Approach	626	(6)
Mohammad R. Meybodi
Hamid Beigy
Visualization of Large Data Sets Using MDS Combined with LVQ	632	(6)
Antoine Naud
Wlodzislaw Duch
Controlling the Asymptotic Level Density for Quantization Processes with Self-Organizing Maps	638	(6)
Ewa Skubalska-Rafajlowicz
Formal Neuro-Immune Network	644	(6)
Alexander Tarakanov
Georgy Penev
Kurosh Madani
Memory Management in Artificial Immune System	650	(6)
Krzysztof Trojanowski
Slawomir Tadeusz Wierzchon
Image Processing
A Software Platform for Evaluation of Neural Algorithms for Stereo Image Processing	656	(6)
Boguslaw Cyganek
Jan Borgosz
Sequential Analysis of Medical Images Using Neural Networks	662	(6)
Marek Czelen
Grzegorz Wojtas
Zbigniew Mikrut
Medical Image Recognition Based on Fractal Features	668	(6)
Edward Kacki
Marcin Janaszewski
Improving Image Database Summarization by Automatic Image Feature Selection Using GA	674	(6)
Zoran Stejic
Eduardo M. Iyoda
Yasufumi Takama
Kaoru Hirota
Soft Computing in Automatics
System Identification Using Delaunay Tessellation of Self-Organizing Maps	680	(6)
Janos Abonyi
Ferenc Szeifert
Neural Network Reactive Navigation and Control of Wheeled Mobile Robot	686	(6)
Zenon Hendzel
Training of Neural Network Wiener Models with Recursive Prediction Error Algorithm	692	(6)
Andrzej Janczak
Dynamic GMDH Type Neural Networks	698	(6)
Marcin Mrugalski
Eugen Arinton
Jozef Korbicz
Neural Networks for Signal Processing
Generalized Spectrum Analysis by Means of Neural Networks	704	(6)
Dariusz Grabowski
Janusz Walczak
Wavelet Network for Recursive Function Learning	710	(6)
Zygmunt Hasiewicz
Interpolation and Approximation of Models	716	(6)
Bruno Pelletier
Wavelet Network Estimating Regression Function	722	(6)
Przemyslaw Sliwinski
Economic Applications
Dynamic Programming with NAR Model Versus Q-learning - Case Study	728	(6)
Jaroslaw Chrobak
Andrzej Pacut
Evaluation of Economic Effectiveness of Provinces with Rough and Fuzzy Sets	734	(8)
Marcin Korzen
Andrzej Piegat
Evolutionarily Developed Neural Networks for Investment Strategies Construction	742	(6)
Janusz Morajda
Credit Granting Procedure: Multilayer Perceptron And Classification Tree	748	(6)
Dorota Witkowska
Iwona Staniec
Mechanical Applications
Reliability Analysis of Structures by Neural Network Supported Monte Carlo Methods	754	(6)
Joanna Kaliszuk
Zenon Waszczyszyn
BP Neural Network Computation of Response Spectra Using a Subpicture Idea	760	(6)
Krystyna Kuzniar
Neural Networks in Updating of Dynamic Models with Experimental Verification	766	(6)
Bartosz Miller
Leonard Ziemianski
A Fuzzy Neural Network for the Analysis of Experimental Structural Mechanics Problems	772	(6)
Ewa Pabisek
Magdalena Jakubek
Zenon Waszczyszyn
Neural Network Identification of a Circular Hole in the Rectangular Plate	778	(6)
Grzegorz Piatkowski
Leonard Ziemianski
Neural Analysis of Concrete Shrinkage	784	(6)
Anna Urbanska
Zenon Waszczyszyn
Various Applications
Short-Term Load Forecasting for Energy Markets	790	(6)
Witold Bartkiewicz
Bozena Matusiak
Systolic architecture for Higher Order Neural Networks	796	(6)
Jaroslaw Bilski
Jacek Smolag
Decomposition and Argument Reduction of Neural Networks	802	(6)
Piotr Buciak
Tadeusz Luba
Hubert Niewiadomski
Michal Pleban
Piotr Sapiecha
Henry Selvaraj
Traffic Flow Simulation - Cellular Automata with Fuzzy Rules Approach	808	(6)
Marcin Burzynski
Waldemar Cudny
Witold Kosinski
An MLP Predictor of ELF Environmental Magnetic Fields Pollution	814	(6)
Giacomo Capizzi
Salvatore Coco
Cinzia Giuffrida
Antonio Laudani
Giuseppe Pappalardo
Roberto Pulvirenti
Forecasting of Meteorologic Data by Artificial Neural Networks	820	(5)
Kerem Cigizoglu
Artificial Neural Network Predictive System for Oxygen Steelmaking Converter	825	(6)
Jan Falkus
Piotr Pietrzkiewicz
Wojciech Pietrzyk
Jan Kusiak
Evaluation of a Helicopter Model Using Generalized Back Propagation Through Time	831	(6)
Krzysztof Fujarewicz
Correction of Non-linear Dynamic Properties of Temperature Sensors by the Use of ANN	837	(6)
Lidia Jackowska-Strumillo
Short-Term Weather Forecasting with Neural Networks	843	(6)
Marcin Jaruszewicz
Jacek Mandziuk
Method for Detection of Wheat Grain Damage with Application of Neural Networks	849	(6)
Aleksander Kubiak
Zbigniew Mikrut
The WWW Based Data Mining Toolbox Architecture	855	(6)
Lukasz Kurgan
Krzysztof Cios
Michael Trombley
Concept of Neural Model of the Sea Bottom Surface	861	(6)
Jacek Lubczonek
Andrzej Stateczny
Systolic Simulation of Hamming Neural Network	867	(6)
Jacek Mazurkiewicz
Neural Network Simulation of Energy Transfer Processes in a Membrane Protein System	873	(6)
Petr V. Nazarov
Vladimir V. Apanasovich
Vladimir M. Lutkovski
Marcus A. Hemminga
Rob B. M. Koehorst
Neural Network Modifiers of Nonlinear Dynamical Systems	879	(6)
Andrzej Ossowski
Probabilistic-Fuzzy Method of Ship Manoeuvre Safety Assessment in a Restricted Area	885	(6)
Zbigniew Pietrzykowski
Irregular Shape Particle Size Analysis Using Neural Network Approach	891	(6)
Edward Roj
Neural Classifier for Bottom Sediments	897	(6)
Dariusz Szulc
Mariusz Waz
Performance of ROC Curves and LVQ Neural Networks in Detection of Middle Cerebral Artery Spasm	903	(6)
Miroslaw Swiercz
Zenon Mariak
Jaroslaw Krejza
Neural Network Approach to Acoustic Detection of Number of Vehicles	909
Tomasz Walkowiak
Pawel Zogal