Artificial Intelligence and Soft Computing/

By: RutkowskiMaterial type: TextTextISBN: 978-3-319-19369-4 Online resources: Click here to access online
Contents:
Neural Networks and Their Applications Hybrid System of ART and RBF Neural Networks for Classification of Vibration Signals and Operational States of Wind Turbines Andrzej Bielecki, Tomasz Barszcz, Mateusz Wójcik, Marzena Bielecka The Parallel Approach to the Conjugate Gradient Learning Algorithm for the Feedforward Neural Networks Jarosław Bilski, Jacek Smoląg, Alexander I. Galushkin A Cascade Neural Network Architecture Investigating Surface Plasmon Polaritons Propagation for Thin Metals in OpenMP Francesco Bonanno, Giacomo Capizzi, Grazia Lo Sciuto, Christian Napoli, Giuseppe Pappalardo, Emiliano Tramontana Application of Support Vector Machines, Convolutional Neural Networks and Deep Belief Networks to Recognition of Partially Occluded Objects Joseph Lin Chu, Adam Krzyżak A New Multilayer Perceptron Initialisation Method with Selection of Weights on the Basis of the Function Variability Krzysztof Halawa Soft Committee Machine Using Simple Derivative Term Kazuyuki Hara, Kentaro Katahira Representations of Highly-Varying Functions by One-Hidden-Layer Networks Věra Kůrková Non-euclidean Principal Component Analysis for Matrices by Hebbian Learning Mandy Lange, David Nebel, Thomas Villmann Spin-glass Implementation of a Hopfield Neural Structure Łukasz Laskowski, Magdalena Laskowska, Jerzy Jelonkiewicz, Arnaud Boullanger Neural-Network Based Robust FTC: Application to Wind Turbines Marcel Luzar, Marcin Witczak, Józef Korbicz, Piotr Witczak An Improved Adaptive Self-Organizing Map Dominik Olszewski Usage of the TRACO Compiler for Neural Network Parallelization Marek Palkowski, Wlodzimierz Bielecki Training Neural Networks on Noisy Data Andrzej Rusiecki, Mirosław Kordos, Tomasz Kamiński, Krzysztof Greń Principal Component Analysis to Reduce Forecasting Error of Industrial Energy Consumption in Models Based on Neural Networks Isaac Santos Sacramento, Gueibi Peres Souza, Raul Sidnei Wazlawick Boundedness of Weight Elimination for BP Neural Networks Jian Wang, Jacek M. Zurada, Yanjiang Wang, Jing Wang, Guofang Xie Fuzzy Systems and Their Applications New Method for Nonlinear Fuzzy Correction Modelling of Dynamic Objects Łukasz Bartczuk, Andrzej Przybył, Petia Koprinkova-Hristova Intuitionistic Fuzzy Decision Trees - A New Approach Paweł Bujnowski, Eulalia Szmidt, Janusz Kacprzyk uzzy Systems and Their Applications An Industrial Fuzzy PID Autotuner Based on the Relay Method Sławomir Jaszczak, Joanna Kołodziejczyk A New Pseudo-metric for Fuzzy Sets Laszlo Kovacs, Joel Ratsaby New Method for Design of Fuzzy Systems for Nonlinear Modelling Using Different Criteria of Interpretability Krystian Łapa, Krzysztof Cpałka, Lipo Wang Fuzzy Reinforcement Learning for Dynamic Power Control in Cognitive Radio Networks Jerzy Martyna On Multi-subjectivity in Linguistic Summarization of Relational Databases Adam Niewiadomski, Izabela Superson The Learning of Neuro-Fuzzy Classifier with Fuzzy Rough Sets for Imprecise Datasets Bartosz A. Nowak, Robert K. Nowicki, Janusz T. Starczewski, Antonino Marvuglia Aggregation Operator for Ordered Fuzzy Numbers Concerning the Direction Piotr Prokopowicz, Samira Malek Mohamadi Golsefid The Idea for the Integration of Neuro-Fuzzy Hardware Emulators with Real-Time Network Andrzej Przybył, Meng Joo Er Hierarchical Fuzzy Logic Systems: Current Research and Perspectives Krzysztof Renkas, Adam Niewiadomski Application of Models of Relational Fuzzy Cognitive Maps for Prediction of Work of Complex Systems Grzegorz Słoń Color Digital Picture Recognition Based on Fuzzy Granulation Approach Krzysztof Wiaderek, Danuta Rutkowska, Elisabeth Rakus-Andersson Evolutionary Algorithms and Their Applications Clustering of Vehicle Usage Behavior by Means of Artificial Bee Colony Cosimo Birtolo, Davide Ronca, Giovanni Capasso, Gennaro Sorrentino Search Space Analysis for the Combined Mathematical Model (Linear and Nonlinear) of the Water Distribution Network Design Problem Marco Antonio Cruz-Chávez, Érika Yesenia Ávila-Melgar, Martín Heriberlo Cruz-Rosales, Beatriz Martínez-Bahena, Guillermo Flores-Sánchez Archive Management in Interactive Evolutionary Computation with Minimum Requirement for Human User’s Fitness Evaluation Ability Hisao Ishibuchi, Takahiko Sudo, Yusuke Nojima Investigation of Mutation Strategies in Differential Evolution for Solving Global Optimization Problems Miguel Leon, Ning Xiong Robust Consensus: A New Measure for Multicriteria Robust Group Decision Making Problems Using Evolutionary Approach Kaustuv Nag, Tandra Pal, Nikhil R. Pal Preliminary Study on the Particle Swarm Optimization with the Particle Performance Evaluation Michal Pluhacek, Roman Senkerik, Ivan Zelinka Numerical Optimal Control of Integral-Algebraic Equations Using Differential Evolution with Fletcher’s Filter Wojciech Rafajłowicz Multi-chaotic Differential Evolution: A Preliminary Study Roman Senkerik, Michal Pluhacek, Ivan Zelinka, Donald Davendra, Zuzana Kominková Oplatková Evolutionary Algorithms and Their Applications Evolutionary Multi-modal Optimization with the Use of Multi-objective Techniques Leszek Siwik, Rafał Dreżewski Aspects of the Selection of the Structure and Parameters of Controllers Using Selected Population Based Algorithms Jacek Szczypta, Krystian Łapa, Zhifei Shao Evolutionary Approach with Multiple Quality Criteria for Controller Design Jacek Szczypta, Andrzej Przybył, Lipo Wang Optimization of Router Deployment for Sensor Networks Using Genetic Algorithm Rony Teguh, Ryo Murakami, Hajime Igarashi On Applying Evolutionary Computation Methods to Optimization of Vacation Cycle Costs in Finite-Buffer Queue Marcin Woźniak, Wojciech M. Kempa, Marcin Gabryel, Robert K. Nowicki, Zhifei Shao On Convergence of Evolutionary Algorithms Powered by Non-random Generators Ivan Zelinka, Donald Davendra, Roman Senkerik, Michal Pluhacek, Zuzana Kominková Oplatková Classification and Estimation A Semantic Kernel for Text Classification Based on Iterative Higher–Order Relations between Words and Documents Berna Altinel, Murat Can Ganiz, Banu Diri Nonparametric Extension of Regression Functions Outside Domain Tomasz Galkowski, Miroslaw Pawlak Nonparametric Function Fitting in the Presence of Nonstationary Noise Tomasz Galkowski, Miroslaw Pawlak One-Class Classification Decomposition for Imbalanced Classification of Breast Cancer Malignancy Data Bartosz Krawczyk, Łukasz Jeleń, Adam Krzyżak, Thomas Fevens Comparison of Tree-Based Ensembles in Application to Censored Data Malgorzata Kretowska Advanced Oblique Rule Generating Based on PCA Marcin Michalak, Karolina Nurzyńska Statistical Assessment of Signal and Image Symmetries Statistical Classifier with Ordered Decisions as an Image Based Controller with Application to Gas Burners Ewaryst Rafajłowicz, HalinPages 586-597a Pawlak-Kruczek, Wojciech Rafajłowicz Crop Classification Using Different Color Spaces and RBF Neural Networks Guillermo Sandoval, Roberto A. Vazquez, Paulina Garcia, Jose Ambrosio Small Sample Size in High Dimensional Space - Minimum Distance Based Classification Ewa Skubalska-Rafajłowicz the Cold Forging Process Using Machine Learning Methods Tomasz Żabiński, Tomasz Mączka, Jacek Kluska, Maciej Kusy, Zbigniew Hajduk, Sławomir Prucnal Computer Vision, Image and Speech Analysis Front Matter An Approach for Imperfection Propagation: Application to Land Cover Change Prediction Amine Bouatay, Wadii Boulila, Imed Riadh Farah page Navigate to page number Computer Vision, Image and Speech Analysis Large-Scale Region-Based Multimedia Retrieval for Solar Images Juan M. Banda, Rafal A. Angryk Three-Dimensional Urban-Type Scene Representation in Vision System of Unmanned Flying Vehicles Andrzej Bielecki, Tomasz Buratowski, Piotr Śmigielski ynamic Sequences of 3D Point Clouds Michał Cholewa, Przemysław Sporysz Texture Image Classification with Improved Weber Local Descriptor Hassan Dawood, Hussain Dawood, Ping Guo Different Orderings and Visual Sequence Alignment Algorithms for Image Classification Paweł Drozda, KrzyszPages 693-702tof Sopyła, Przemysław Górecki Surface Mixture Models for the Optimization of Object Boundary Representation Przemysław Głomb, Arkadiusz Sochan Video Compression Algorithm Based on Neural Network Structures Michal Knop, Robert Cierniak, Nimit Shah A New Image Reconstruction from Projections Algorithm Anna Lorent, Robert Cierniak, Piotr Dobosz, Olga Rebrova Discovering Multi-sense Features from Images Using Random Indexing Haïfa Nakouri, Mohamed Limam Recognition of Signed Expressions Using Symbolic Aggregate Approximation Mariusz Oszust, Marian Wysocki Dimensionality Reduction of Dynamic Animations Using HO-SVD Michał Romaszewski, Piotr Gawron, Sebastian Opozda Big Data Paradigm Developed in Volunteer Grid System with Genetic Programming Scheduler Jerzy Balicki, Waldemar Korłub, Julian Szymanski, Marcin Zakidalski Novel Algorithm for Translation from Image Content to Semantic Form Janusz Rygał, Jakub Romanowski, Rafał Scherer, Sohrab Ferdowsi Recommendations and Object Discovery in Graph Databases Using Path Semantic Analysis Lukasz Strobin, Adam Niewiadomski Belief Propagation during Data Integration in a P2P Network Piotr Szwed
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Neural Networks and Their Applications

Hybrid System of ART and RBF Neural Networks for Classification of Vibration Signals and Operational States of Wind Turbines
Andrzej Bielecki, Tomasz Barszcz, Mateusz Wójcik, Marzena Bielecka

The Parallel Approach to the Conjugate Gradient Learning Algorithm for the Feedforward Neural Networks
Jarosław Bilski, Jacek Smoląg, Alexander I. Galushkin

A Cascade Neural Network Architecture Investigating Surface Plasmon Polaritons Propagation for Thin Metals in OpenMP
Francesco Bonanno, Giacomo Capizzi, Grazia Lo Sciuto, Christian Napoli, Giuseppe Pappalardo, Emiliano Tramontana

Application of Support Vector Machines, Convolutional Neural Networks and Deep Belief Networks to Recognition of Partially Occluded Objects
Joseph Lin Chu, Adam Krzyżak

A New Multilayer Perceptron Initialisation Method with Selection of Weights on the Basis of the Function Variability
Krzysztof Halawa

Soft Committee Machine Using Simple Derivative Term
Kazuyuki Hara, Kentaro Katahira

Representations of Highly-Varying Functions by One-Hidden-Layer Networks
Věra Kůrková

Non-euclidean Principal Component Analysis for Matrices by Hebbian Learning
Mandy Lange, David Nebel, Thomas Villmann

Spin-glass Implementation of a Hopfield Neural Structure
Łukasz Laskowski, Magdalena Laskowska, Jerzy Jelonkiewicz, Arnaud Boullanger

Neural-Network Based Robust FTC: Application to Wind Turbines
Marcel Luzar, Marcin Witczak, Józef Korbicz, Piotr Witczak

An Improved Adaptive Self-Organizing Map
Dominik Olszewski

Usage of the TRACO Compiler for Neural Network Parallelization
Marek Palkowski, Wlodzimierz Bielecki

Training Neural Networks on Noisy Data
Andrzej Rusiecki, Mirosław Kordos, Tomasz Kamiński, Krzysztof Greń

Principal Component Analysis to Reduce Forecasting Error of Industrial Energy Consumption in Models Based on Neural Networks
Isaac Santos Sacramento, Gueibi Peres Souza, Raul Sidnei Wazlawick

Boundedness of Weight Elimination for BP Neural Networks
Jian Wang, Jacek M. Zurada, Yanjiang Wang, Jing Wang, Guofang Xie

Fuzzy Systems and Their Applications

New Method for Nonlinear Fuzzy Correction Modelling of Dynamic Objects
Łukasz Bartczuk, Andrzej Przybył, Petia Koprinkova-Hristova

Intuitionistic Fuzzy Decision Trees - A New Approach
Paweł Bujnowski, Eulalia Szmidt, Janusz Kacprzyk


uzzy Systems and Their Applications
An Industrial Fuzzy PID Autotuner Based on the Relay Method
Sławomir Jaszczak, Joanna Kołodziejczyk

A New Pseudo-metric for Fuzzy Sets
Laszlo Kovacs, Joel Ratsaby

New Method for Design of Fuzzy Systems for Nonlinear Modelling Using Different Criteria of Interpretability
Krystian Łapa, Krzysztof Cpałka, Lipo Wang

Fuzzy Reinforcement Learning for Dynamic Power Control in Cognitive Radio Networks
Jerzy Martyna

On Multi-subjectivity in Linguistic Summarization of Relational Databases
Adam Niewiadomski, Izabela Superson

The Learning of Neuro-Fuzzy Classifier with Fuzzy Rough Sets for Imprecise Datasets
Bartosz A. Nowak, Robert K. Nowicki, Janusz T. Starczewski, Antonino Marvuglia

Aggregation Operator for Ordered Fuzzy Numbers Concerning the Direction
Piotr Prokopowicz, Samira Malek Mohamadi Golsefid

The Idea for the Integration of Neuro-Fuzzy Hardware Emulators with Real-Time Network
Andrzej Przybył, Meng Joo Er

Hierarchical Fuzzy Logic Systems: Current Research and Perspectives
Krzysztof Renkas, Adam Niewiadomski

Application of Models of Relational Fuzzy Cognitive Maps for Prediction of Work of Complex Systems
Grzegorz Słoń

Color Digital Picture Recognition Based on Fuzzy Granulation Approach
Krzysztof Wiaderek, Danuta Rutkowska, Elisabeth Rakus-Andersson

Evolutionary Algorithms and Their Applications

Clustering of Vehicle Usage Behavior by Means of Artificial Bee Colony
Cosimo Birtolo, Davide Ronca, Giovanni Capasso, Gennaro Sorrentino

Search Space Analysis for the Combined Mathematical Model (Linear and Nonlinear) of the Water Distribution Network Design Problem
Marco Antonio Cruz-Chávez, Érika Yesenia Ávila-Melgar, Martín Heriberlo Cruz-Rosales, Beatriz Martínez-Bahena, Guillermo Flores-Sánchez

Archive Management in Interactive Evolutionary Computation with Minimum Requirement for Human User’s Fitness Evaluation Ability
Hisao Ishibuchi, Takahiko Sudo, Yusuke Nojima

Investigation of Mutation Strategies in Differential Evolution for Solving Global Optimization Problems
Miguel Leon, Ning Xiong

Robust Consensus: A New Measure for Multicriteria Robust Group Decision Making Problems Using Evolutionary Approach
Kaustuv Nag, Tandra Pal, Nikhil R. Pal

Preliminary Study on the Particle Swarm Optimization with the Particle Performance Evaluation
Michal Pluhacek, Roman Senkerik, Ivan Zelinka

Numerical Optimal Control of Integral-Algebraic Equations Using Differential Evolution with Fletcher’s Filter
Wojciech Rafajłowicz

Multi-chaotic Differential Evolution: A Preliminary Study
Roman Senkerik, Michal Pluhacek, Ivan Zelinka, Donald Davendra, Zuzana Kominková Oplatková

Evolutionary Algorithms and Their Applications
Evolutionary Multi-modal Optimization with the Use of Multi-objective Techniques
Leszek Siwik, Rafał Dreżewski

Aspects of the Selection of the Structure and Parameters of Controllers Using Selected Population Based Algorithms
Jacek Szczypta, Krystian Łapa, Zhifei Shao

Evolutionary Approach with Multiple Quality Criteria for Controller Design
Jacek Szczypta, Andrzej Przybył, Lipo Wang

Optimization of Router Deployment for Sensor Networks Using Genetic Algorithm
Rony Teguh, Ryo Murakami, Hajime Igarashi

On Applying Evolutionary Computation Methods to Optimization of Vacation Cycle Costs in Finite-Buffer Queue
Marcin Woźniak, Wojciech M. Kempa, Marcin Gabryel, Robert K. Nowicki, Zhifei Shao

On Convergence of Evolutionary Algorithms Powered by Non-random Generators
Ivan Zelinka, Donald Davendra, Roman Senkerik, Michal Pluhacek, Zuzana Kominková Oplatková

Classification and Estimation

A Semantic Kernel for Text Classification Based on Iterative Higher–Order Relations between Words and Documents
Berna Altinel, Murat Can Ganiz, Banu Diri

Nonparametric Extension of Regression Functions Outside Domain
Tomasz Galkowski, Miroslaw Pawlak

Nonparametric Function Fitting in the Presence of Nonstationary Noise
Tomasz Galkowski, Miroslaw Pawlak

One-Class Classification Decomposition for Imbalanced Classification of Breast Cancer Malignancy Data
Bartosz Krawczyk, Łukasz Jeleń, Adam Krzyżak, Thomas Fevens

Comparison of Tree-Based Ensembles in Application to Censored Data
Malgorzata Kretowska

Advanced Oblique Rule Generating Based on PCA
Marcin Michalak, Karolina Nurzyńska

Statistical Assessment of Signal and Image Symmetries

Statistical Classifier with Ordered Decisions as an Image Based Controller with Application to Gas Burners
Ewaryst Rafajłowicz, HalinPages 586-597a Pawlak-Kruczek, Wojciech Rafajłowicz

Crop Classification Using Different Color Spaces and RBF Neural Networks
Guillermo Sandoval, Roberto A. Vazquez, Paulina Garcia, Jose Ambrosio

Small Sample Size in High Dimensional Space - Minimum Distance Based Classification
Ewa Skubalska-Rafajłowicz
the Cold Forging Process Using Machine Learning Methods
Tomasz Żabiński, Tomasz Mączka, Jacek Kluska, Maciej Kusy, Zbigniew Hajduk, Sławomir Prucnal

Computer Vision, Image and Speech Analysis
Front Matter

An Approach for Imperfection Propagation: Application to Land Cover Change Prediction
Amine Bouatay, Wadii Boulila, Imed Riadh Farah

page Navigate to page number

Computer Vision, Image and Speech Analysis
Large-Scale Region-Based Multimedia Retrieval for Solar Images
Juan M. Banda, Rafal A. Angryk

Three-Dimensional Urban-Type Scene Representation in Vision System of Unmanned Flying Vehicles
Andrzej Bielecki, Tomasz Buratowski, Piotr Śmigielski
ynamic Sequences of 3D Point Clouds
Michał Cholewa, Przemysław Sporysz

Texture Image Classification with Improved Weber Local Descriptor
Hassan Dawood, Hussain Dawood, Ping Guo

Different Orderings and Visual Sequence Alignment Algorithms for Image Classification
Paweł Drozda, KrzyszPages 693-702tof Sopyła, Przemysław Górecki

Surface Mixture Models for the Optimization of Object Boundary Representation
Przemysław Głomb, Arkadiusz Sochan

Video Compression Algorithm Based on Neural Network Structures
Michal Knop, Robert Cierniak, Nimit Shah

A New Image Reconstruction from Projections Algorithm
Anna Lorent, Robert Cierniak, Piotr Dobosz, Olga Rebrova

Discovering Multi-sense Features from Images Using Random Indexing
Haïfa Nakouri, Mohamed Limam

Recognition of Signed Expressions Using Symbolic Aggregate Approximation
Mariusz Oszust, Marian Wysocki

Dimensionality Reduction of Dynamic Animations Using HO-SVD
Michał Romaszewski, Piotr Gawron, Sebastian Opozda


Big Data Paradigm Developed in Volunteer Grid System with Genetic Programming Scheduler
Jerzy Balicki, Waldemar Korłub, Julian Szymanski, Marcin Zakidalski

Novel Algorithm for Translation from Image Content to Semantic Form
Janusz Rygał, Jakub Romanowski, Rafał Scherer, Sohrab Ferdowsi

Recommendations and Object Discovery in Graph Databases Using Path Semantic Analysis
Lukasz Strobin, Adam Niewiadomski

Belief Propagation during Data Integration in a P2P Network
Piotr Szwed

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