The State of the Art in Computational Intelligence

by European Symposium on Computational Intelligence; Vascak, Jan; Kvasnicka, Vladimir; Mesiar, Radko

• ISBN13: 9783790813227
• ISBN10: 3790813222
• Format: Paperback
• Copyright: 2000-08-01
• Publisher: Physica Verlag

Summary

Computational Intelligence is a very dynamic domain of modern information society which integrates fields such as neural networks, fuzzy systems, evolutionary computation and intelligent systems in general. The book presents papers from the Euro-International Symposium on Computational Intelligence held in Kosice (Slovak Republic) in August 2000. It contains theoretical studies along with a chapter on applications and case studies. One of the main results of the symposium is that the combination of various techniques into hybrid intelligent systems will be very important for the development of intelligent information systems in the 21st century. The book also contains interesting forewords written by L.A. Zadeh, D.E. Goldberg, and K. Fukushima.

Table of Contents

Forewords
The Role of Fuzzy Systems in Computational Intelligence	vi
Lotfi A. Zadeh
A Meditation on Computational Intelligence and Its Future	viii
David. E. Goldberg
Computational Intelligence and Modeling Neural Networks	xi
Kunihiko Fukushima
Preface	xiii
Peter Sincak
Part 1: Neural Networks	1	(78)
Discovering Common Features in Software Code Using Self-Organizing Maps	3	(6)
Alvin Chan
Tim Spracklen
Graded Signal Functions for ARTMAP Neural Networks	9	(6)
Norbert Kopco
Gail A. Carpenter
Incremental Approximation by Layer Neural Networks	15	(6)
Gabriela Andrejkova
Efficient Training of MLP with Training Step Rate Estimation	21	(6)
Valdimir Golovko
Yuri Savitsky
Theodore Laopoulos
Anatoly Sachenko
Lucio Grandinetti
Self-Organizing Maps for Representing Structures	27	(6)
Igor Farkas
Invariant Representation of Images by Pulse Coupled Neural Network	33	(6)
Radoslav Forgac
Igor Mokris
Detection of Ischemic Episodes with a Combination of Unsupervised and Supervised Learning	39	(5)
Stergios Papadimitriou
Liviu Vladutu
Severina Mavroudi
Anastassios Bezerianos
Spatial Distribution of Patterns and the Hopfield Network Phase Space Geometry	44	(6)
Marek Jaszuk
Wieslaw A. Kaminski
Alexander D. Linkevich
Switched Capacitor-Based Integrate-And-Fire Neural Network	50	(6)
Daniel Hajtas
Daniela Durackova
Graham Benyon-Tinker
A Neural Network Algorithm for Digital Circuits Test Generation	56	(5)
Juraj Stefanovic
The Parallel Bayesian Optimization Algorithm	61	(7)
Jiri Ocenasek
Josef Schwarz
Application of Heuristic Programming to Dynamic System Stabilization	68	(6)
Dusan Krokavec
Anna Filasova
First Order Dynamic Instance Selection	74	(5)
Peter Geczy
Shiro Usui
Jan Chmurny
Part 2: Fuzzy Systems	79	(90)
Toward an Enlargement of the Role of Natural Languages in Information Processing, Decision and Control	81	(2)
Lotfi A. Zadeh
Notes on Fusion of Uncertain Information	83	(6)
Mourad Oussalah
Fix-Mundis for Fuzzy IF-THEN Rule Bases with T-Norm Based Compositional Rule of Inference Interpretation	89	(6)
Karl-Heinz Temme
Madjid Fathi
Computational Problems of Constrained Fuzzy Arithmetic	95	(4)
Mirko Navara
Zdenek Zabokrtsky
Linear Regression with Fuzzy Variables	99	(5)
Stefan Varga
Michal Sabo
Fuzzy-Petri Net Reasoning System and Transfering of Knowledge to the Markov Chain	104	(10)
Zoran M. Gacovski
Georgi M. Dimirovski
Stojce Deskovski
Fuzzy Conceptual Graphs: A Language for Computational Intelligence Approaching Human Expression and Reasoning	114	(6)
Tru Hoang Cao
A New Heuristic Measure for Learning Rules from Fuzzy Data	120	(7)
Franscisco Botana
Jose Ranilla
Ricardo Mones
Antonio Bahamonde
On the Role of Transitivity in Fuzzy Relational Calculus	127	(6)
Bernard De Baets
Project Network Planning on the Basis of Generalized Fuzzy Critical Path Method	133	(7)
Anatoliy Slyeptsov
Tatyana Tyshchuk
Flexible Querying-Data Structures Unification	140	(6)
Peter Marcincak
Marcel Matula
New Connectives for (Full) Fuzzy Resolution	146	(6)
Dana Smutna
Peter Vojtas
Learn the Ranking of Precedence Cases	152	(10)
Istvan Borgulya
Sugeno-Type Fuzzy Predictor of the MPEG Video Stream	162	(7)
Agnieszka Chodorek
Part 3: Miscellaneous CI Techniques	169	(20)
Biological Inspiration for Multiple Memories Implementation and Cooperation	171	(4)
Frederic Alexandre
Optimization as a Multistage Decision Making	175	(7)
Jiri Pospichal
Can Computers Be Conscious? Methodological Considerations from the Standpoint of the Humanities	182	(7)
Marek Dobes
Part 4: Hybrid Systems	189	(42)
GA-FIS for Dynamic Environment	191	(6)
Radek Matousek
Pavel Osmera
Jan Roupec
Genetic Method for Optimization of Fuzzy Neural Networks Structure	197	(6)
Vladimir Olej
Jiri Krupka
A Reverse Neural Model of a General Planar Transmission Line	203	(6)
Zbynek Raida
Fuzzy Sets and the Theory of Neuronal Group Selection for the Problem of Interpretation	209	(5)
Savely Girshgorn
Neuro-Fuzzy Architectures with Various Implication Operators	214	(6)
Danuta Rutkowska
Robert Nowicki
Leszek Rutkowski
Fuzzy Cluster Identification Using Neural Networks	220	(11)
Peter Sincak
Marcel Hric
Norbert Kopco
Jan Vascak
Part 5: Applications and Case Studies	231	(140)
Soft Computing Applications Developed by ECANSE	233	(5)
Roman Blasko
Tetris Player: Strategy Driven Algorithm	238	(5)
Martin Lukac
Paul Bourgine
Electircal Daily Load Forecasting Using Artificial Neural Network in the Power System of Slovak Republic	243	(7)
Peter Szathmary
Michal Kolcun
Practical Approach to Prediction of Plant Technological Parameters with Missing Data	250	(6)
Marian Hrehus
Stefan Figedy
Application of Artificial Neural Networks to Represent the Rainfall-Runoff Process for Flow Forecasting	256	(6)
Pavel Fosumpaur
Using Neural Network in Cryptography	262	(6)
Eva Volna
Application of Artifical Neural Network Strategies in Process Control	268	(8)
Alojz Meszaros
Anton Andrasik
Anton Rusnak
Design of a Fuzzy Adaptive Autopilot	276	(6)
Jan Vascak
Peter Kovacik
Frantisek Betka
Peter Sincak
Mobile Robot Control Using BP Based Adaptive Critics	282	(6)
Rudolf Jaksa
Miroslav Hudec
Peter Sincak
Computational Intelligence Controllers for Lego Robots-Comparison Study	288	(8)
Marian Gavalier
Rudolf Jaksa
Miroslav Hudec
Peter Sincak
Document Clustering with Neural Networks	296	(6)
Rastislav Lences
Dual-Tone Multiple Frequency Detection Using Adaptive Filters and Neural Network Classifiers	302	(6)
Georgi Iliev
Nikola Kasabov
An Experiment with Feed-Forward Neural Network for Speech Recognition	308	(6)
Bohumir Jelinek
Jozef Juhar
Anton Cizmar
Increase the Pattern Capability in System for Flying Object Recognition	314	(4)
Radoslav Semklo
Personal Verification with Hand Shapes Using a Modular-Type Neural Network with RBF Output Units	318	(7)
Seiji Ishihara
Takashi Nagano
A Soft Measurement Technique for Searching Significant Subsets of Prostate Cancer Prognostic Markers	325	(4)
Huseyin Seker
Michael O. Odetayo
Dobrila Petrovic
Raouf Naguib
Freddie Hamdy
Application of an Adaptive Hybrid Neural Network to Medical Diagnosis	329	(8)
Chee Peng Lim
Poh Suan Teoh
Phaik Yean Goay
Robert F. Harrison
Reliability of Artificial Neural Network Predictions-A Case Study in Drug Release Profile Predictions	337	(7)
Siow San Quek
Chee Peng Lim
Kok Khiang Peh
An Island-Based Evolutionary Algorithm for Maximizing Schedule Reliability	344	(6)
Piotr Jedrzejowicz
Aleksandr Skakovski
Using of Genetic Algorithms (GA) in the Operating Control in Power System of Slovak Republic	350	(5)
Luboslav Pribicko
Michal Kolcun
A Population Learning Algorithm for Solving the Generalized Segregated Storage Problem	355	(6)
Dariusz Barbucha
Piotr Jedrzejowicz
Using Support Vectors Machine for Classification of Remotely Sensed Images	361	(10)
Marek Bundzel
Peter Sincak
Norbert Kopco
Posters	371	(26)
Application of Neural Network for Stress Classification	373	(3)
Milan Sorf
Vladimir Eck
Ladislava Janku
Lenka Lhotska
Solvability and Stability of Fuzzy Relation Equations	376	(4)
Martin Gavalec
Hybrid Evolutionary-Tabu Search Algorithm for Scheduling Multiple-Variant Tasks	380	(2)
Piotr Jedrzejowicz
Ewa Ratajczak
Henryk Szreder
Self-Adaptation in Evolutionary Design of Neural Networks	382	(2)
Bohdan Macukow
Maciej Grzenda
Genetic Algorithms Efficiency in Neural Network Learning	384	(2)
Radoslaw Semklo
Zbigniew Swiatnicki
Using Genetic Algorithm for Fuzzy Filter Optimisation	386	(2)
Csaba Stupak
Stanislav Marchevsky
An Approach to Mobile Robot Learning	388	(2)
Vladimir Golovko
Oleg Ignatiuk
Rauf Sadykhov
Reactive Agents Based Autonomous Transport System	390	(2)
Milan Schmotzer
Mathematical Notes on Neural Networks	392	(2)
Ivan Dano
Entropy of Fuzzy Dynamical Systems	394	(3)
Beloslav Riecan
Neural Extension of Fuzzy Prolog	397
Martin Lieskovsky