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Artificial Intelligence and Soft Computing [electronic resource] : 13th International Conference, ICAISC 2014, Zakopane, Poland, June 1-5, 2014, Proceedings, Part I / edited by Leszek Rutkowski, Marcin Korytkowski, Rafał Scherer, Ryszard Tadeusiewicz, Lotfi A. Zadeh, Jacek M. Zurada.

Contributor(s): Material type: TextTextLanguage: English Series: Lecture Notes in Computer Science ; 8467Publication details: Cham : Springer International Publishing, 2014.Description: 1 online resource (XXVIII, 820 p. 295 ill.)ISBN:
  • 9783319071732
Subject(s): Online resources:
Contents:
Hybrid System of ART and RBF Neural Networks for Classification of Vibration Signals and Operational States of Wind Turbines -- The Parallel Approach to the Conjugate Gradient Learning Algorithm for the Feedforward Neural Networks -- A Cascade Neural Network Architecture Investigating Surface Plasmon Polaritons Propagation for Thin Metals in OpenMP -- Application of Support Vector Machines, Convolutional Neural Networks and Deep Belief Networks to Recognition of Partially Occluded Objects -- A New Multilayer Perceptron Initialisation Method with Selection of Weights on the Basis of the Function Variability -- Soft Committee Machine Using Simple Derivative Term -- Representations of Highly-Varying Functions by One-Hidden-Layer Networks -- Non-Euclidean Principal Component Analysis for Matrices by Hebbian Learning -- Spin-Glass Implementation of a Hopfield Neural Structure -- Neural-Network Based Robust FTC: Application to Wind Turbines -- An Improved Adaptive Self-Organizing Map -- Usage of the TRACO Compiler for Neural Network Parallelization -- Training Neural Networks on Noisy Data -- Principal Component Analysis to Reduce Forecasting Error of Industrial Energy Consumption in Models Based on Neural Networks -- Boundedness of Weight Elimination for BP Neural Networks -- New Method for Nonlinear Fuzzy Correction Modelling of Dynamic Objects -- Intuitionistic Fuzzy Decision Trees - A New Approach -- An Industrial Fuzzy PID Autotuner Based on the Relay Method -- A New Pseudo-metric for Fuzzy Sets -- New Method for Design of Fuzzy Systems for Nonlinear Modelling Using Different Criteria of Interpretability -- Fuzzy Reinforcement Learning for Dynamic Power Control in Cognitive Radio Networks -- On Multi-subjectivity in Linguistic Summarization of Relational Databases -- The Learning of Neuro-Fuzzy Classifier with Fuzzy Rough Sets for Imprecise Datasets -- Aggregation Operator for Ordered Fuzzy Numbers Concerning the Direction -- The Idea for the Integration of Neuro-Fuzzy Hardware Emulators with Real-Time Network -- Hierarchical Fuzzy Logic Systems. Current Research and Perspectives -- Application of Models of Relational Fuzzy Cognitive Maps for Prediction of Work of Complex Systems -- Color Digital Picture Recognition Based on Fuzzy Granulation Approach -- Clustering of Vehicle Usage Behavior by Means of Artificial Bee Colony -- Search Space Analysis for the Combined Mathematical Model (Linear and Nonlinear) of the Water Distribution Network Design Problem -- Archive Management in Interactive Evolutionary Computation with Minimum Requirement for Human User's Fitness Evaluation Ability -- Investigation of Mutation Strategies in Differential Evolution for Solving Global Optimization Problems -- Robust Consensus: A New Measure for Multicriteria Robust Group Decision Making Problems Using Evolutionary Approach -- Preliminary Study on the Particle Swarm Optimization with the Particle Performance Evaluation -- Numerical Optimal Control of Integral-Algebraic Equations Using Differential Evolution with Fletcher's Filter -- Multi-chaotic Differential Evolution: A Preliminary Study -- Evolutionary Multi-modal Optimization with the Use of Multi-objective Techniques -- Aspects of the Selection of the Structure and Parameters of Controllers Using Selected Population Based Evolutionary Approach with Multiple Quality Criteria for Controller Design -- Optimization of Router Deployment for Sensor Networks Using Genetic Algorithm -- On Applying Evolutionary Computation Methods to Optimization of Vacation Cycle Costs in Finite-Buffer Queue -- On Convergence of Evolutionary Algorithms Powered by Non-random Generators -- A Semantic Kernel for Text Classification Based on Iterative Higher-Order Relations between Words and Documents -- Nonparametric Extension of Regression Functions Outside Domain -- Nonparametric Function Fitting in the Presence of Nonstationary Noise -- One-Class Classification Decomposition for Imbalanced Classification of Breast Cancer Malignancy Data -- Comparison of Tree-Based Ensembles in Application to Censored Data -- Advanced Oblique Rule Generating Based on PCA -- Statistical Assessment of Signal and Image Symmetries -- Statistical Classifier with Ordered Decisions as an Image Based Controller with Application to Gas Burners -- Crop Classification Using Different Color Spaces and RBF Neural Networks -- Small Sample Size in High Dimensional Space - Minimum Distance Based Classification -- Failures Prediction in the Cold Forging Process Using Machine Learning Methods -- An Approach for Imperfection Propagation: Application to Land Cover Change Prediction -- Large-Scale Region-Based Multimedia Retrieval for Solar Images -- Three-Dimensional Urban-Type Scene Representation in Vision System of Unmanned Flying Vehicles -- Classification of Dynamic Sequences of 3D Point Clouds -- Texture Image Classification with Improved Weber Local Descriptor -- Different Orderings and Visual Sequence Alignment Algorithms for Image Classification -- Surface Mixture Models for the Optimization of Object Boundary Representation -- Video Compression Algorithm Based on Neural Network Structures -- A New Image Reconstruction from Projections Algorithm -- Discovering Multi-sense Features from Images Using Random Indexing -- Recognition of Signed Expressions Using Symbolic Aggregate Approximation -- Dimensionality Reduction of Dynamic Animations Using HO-SVD -- Big Data Paradigm Developed in Volunteer Grid System with Genetic Programming Scheduler -- Novel Algorithm for Translation from Image Content to Semantic Form -- Recommendations and Object Discovery in Graph Databases Using Path Semantic Analysis -- Belief Propagation during Data Integration in a P2P Network.
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Hybrid System of ART and RBF Neural Networks for Classification of Vibration Signals and Operational States of Wind Turbines -- The Parallel Approach to the Conjugate Gradient Learning Algorithm for the Feedforward Neural Networks -- A Cascade Neural Network Architecture Investigating Surface Plasmon Polaritons Propagation for Thin Metals in OpenMP -- Application of Support Vector Machines, Convolutional Neural Networks and Deep Belief Networks to Recognition of Partially Occluded Objects -- A New Multilayer Perceptron Initialisation Method with Selection of Weights on the Basis of the Function Variability -- Soft Committee Machine Using Simple Derivative Term -- Representations of Highly-Varying Functions by One-Hidden-Layer Networks -- Non-Euclidean Principal Component Analysis for Matrices by Hebbian Learning -- Spin-Glass Implementation of a Hopfield Neural Structure -- Neural-Network Based Robust FTC: Application to Wind Turbines -- An Improved Adaptive Self-Organizing Map -- Usage of the TRACO Compiler for Neural Network Parallelization -- Training Neural Networks on Noisy Data -- Principal Component Analysis to Reduce Forecasting Error of Industrial Energy Consumption in Models Based on Neural Networks -- Boundedness of Weight Elimination for BP Neural Networks -- New Method for Nonlinear Fuzzy Correction Modelling of Dynamic Objects -- Intuitionistic Fuzzy Decision Trees - A New Approach -- An Industrial Fuzzy PID Autotuner Based on the Relay Method -- A New Pseudo-metric for Fuzzy Sets -- New Method for Design of Fuzzy Systems for Nonlinear Modelling Using Different Criteria of Interpretability -- Fuzzy Reinforcement Learning for Dynamic Power Control in Cognitive Radio Networks -- On Multi-subjectivity in Linguistic Summarization of Relational Databases -- The Learning of Neuro-Fuzzy Classifier with Fuzzy Rough Sets for Imprecise Datasets -- Aggregation Operator for Ordered Fuzzy Numbers Concerning the Direction -- The Idea for the Integration of Neuro-Fuzzy Hardware Emulators with Real-Time Network -- Hierarchical Fuzzy Logic Systems. Current Research and Perspectives -- Application of Models of Relational Fuzzy Cognitive Maps for Prediction of Work of Complex Systems -- Color Digital Picture Recognition Based on Fuzzy Granulation Approach -- Clustering of Vehicle Usage Behavior by Means of Artificial Bee Colony -- Search Space Analysis for the Combined Mathematical Model (Linear and Nonlinear) of the Water Distribution Network Design Problem -- Archive Management in Interactive Evolutionary Computation with Minimum Requirement for Human User's Fitness Evaluation Ability -- Investigation of Mutation Strategies in Differential Evolution for Solving Global Optimization Problems -- Robust Consensus: A New Measure for Multicriteria Robust Group Decision Making Problems Using Evolutionary Approach -- Preliminary Study on the Particle Swarm Optimization with the Particle Performance Evaluation -- Numerical Optimal Control of Integral-Algebraic Equations Using Differential Evolution with Fletcher's Filter -- Multi-chaotic Differential Evolution: A Preliminary Study -- Evolutionary Multi-modal Optimization with the Use of Multi-objective Techniques -- Aspects of the Selection of the Structure and Parameters of Controllers Using Selected Population Based Evolutionary Approach with Multiple Quality Criteria for Controller Design -- Optimization of Router Deployment for Sensor Networks Using Genetic Algorithm -- On Applying Evolutionary Computation Methods to Optimization of Vacation Cycle Costs in Finite-Buffer Queue -- On Convergence of Evolutionary Algorithms Powered by Non-random Generators -- A Semantic Kernel for Text Classification Based on Iterative Higher-Order Relations between Words and Documents -- Nonparametric Extension of Regression Functions Outside Domain -- Nonparametric Function Fitting in the Presence of Nonstationary Noise -- One-Class Classification Decomposition for Imbalanced Classification of Breast Cancer Malignancy Data -- Comparison of Tree-Based Ensembles in Application to Censored Data -- Advanced Oblique Rule Generating Based on PCA -- Statistical Assessment of Signal and Image Symmetries -- Statistical Classifier with Ordered Decisions as an Image Based Controller with Application to Gas Burners -- Crop Classification Using Different Color Spaces and RBF Neural Networks -- Small Sample Size in High Dimensional Space - Minimum Distance Based Classification -- Failures Prediction in the Cold Forging Process Using Machine Learning Methods -- An Approach for Imperfection Propagation: Application to Land Cover Change Prediction -- Large-Scale Region-Based Multimedia Retrieval for Solar Images -- Three-Dimensional Urban-Type Scene Representation in Vision System of Unmanned Flying Vehicles -- Classification of Dynamic Sequences of 3D Point Clouds -- Texture Image Classification with Improved Weber Local Descriptor -- Different Orderings and Visual Sequence Alignment Algorithms for Image Classification -- Surface Mixture Models for the Optimization of Object Boundary Representation -- Video Compression Algorithm Based on Neural Network Structures -- A New Image Reconstruction from Projections Algorithm -- Discovering Multi-sense Features from Images Using Random Indexing -- Recognition of Signed Expressions Using Symbolic Aggregate Approximation -- Dimensionality Reduction of Dynamic Animations Using HO-SVD -- Big Data Paradigm Developed in Volunteer Grid System with Genetic Programming Scheduler -- Novel Algorithm for Translation from Image Content to Semantic Form -- Recommendations and Object Discovery in Graph Databases Using Path Semantic Analysis -- Belief Propagation during Data Integration in a P2P Network.

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