## Artificial Neural Networks - ICANN 2006: 16th International Conference, Athens, Greece, September 10-14, 2006, Proceedings |

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### Contents

Connectionist Model Generation | 1 |

A Neural Scheme for Robust Detection of Transparent Logos in TV Programs | 14 |

A Neural Network to Retrieve Images from Text Queries | 24 |

Techniques for Still Image Scene Classification and Object Detection | 35 |

Adaptation of Weighted Fuzzy Programs | 45 |

Classified Ranking of Semantic Content Filtered Output Using Selforganizing Neural Networks | 55 |

Combination Methods For Semantic Indexing in Video Content | 65 |

Retrieval of Multimedia Objects by Combining Semantic Information from Visual and Textual Descriptors | 75 |

Requirements for the Transmission of Streaming Video in Mobile Wireless Networks | 528 |

Wavelet Based Estimation of Saliency Maps in Visual Attention Algorithms | 538 |

Feature Binding Through Selective Attention | 548 |

Rotation Invariant Recognition of Road Signs with Ensemble of 1NN Neural Classifiers | 558 |

Computer Aided Classification of Mammographic Tissue Using Independent Component Analysis and Support Vector Machines | 568 |

Growing Neural Gas for Vision Tasks with Time Restrictions | 578 |

A FixedPoint Algorithm of Topographic ICA | 587 |

Image Compression by Vector Quantization with Recurrent Discrete Networks | 595 |

A Relevance Feedback Approach for Content Based Image Retrieval Using Gaussian Mixture Models | 84 |

Video Representation and Retrieval Using Spatiotemporal Descriptors and Region Relations | 94 |

Bridging the Syntactic and the Semantic Web Search | 104 |

ContentBased Coin Retrieval Using Invariant Features and Selforganizing Maps | 113 |

Learning TimeSeries Similarity with a Neural Network by Combining Similarity Measures | 123 |

Prediction Improvement via Smooth Component Analysis and Neural Network Mixing | 133 |

Missing Value Estimation for DNA Microarrays with Mutliresolution Schemes | 141 |

Applying REC Analysis to Ensembles of SigmaPoint Kalman Filters | 151 |

Application in Time Series Prediction | 161 |

Summarization of Time Series Using a SOM Learned with a LVQType Algorithm | 171 |

LongTerm Prediction of Time Series Using StateSpace Models | 181 |

Time Series Prediction Using Fuzzy Wavelet Neural Network Model | 191 |

OFDM Channel Equalization Based on Radial Basis Function Networks | 201 |

A Quasistochastic Gradient Algorithm for VarianceDependent Component Analysis | 211 |

Two ICA Algorithms Applied to BSS in Nondestructive Vibratory Tests | 221 |

ReferenceBased Extraction | 230 |

Analytic Solution of Hierarchical Variational Bayes in Linear Inverse Problem | 240 |

Nonnegative Matrix Factorization for Motor Imagery EEG Classification | 250 |

A Comparative Study and Digits Recognition Application | 260 |

Interpolating Support Information Granules | 270 |

Feature Selection Based on Kernel Discriminant Analysis | 282 |

Local Selection of Model Parameters in Probability Density Function Estimation | 292 |

The SphereConcatenate Method for Gaussian Process Canonical Correlation Analysis | 302 |

Theory of a ProbabilisticDependence Measure of Dissimilarity Among Multiple Clusters | 311 |

Kernel PCA as a Visualization Tools for Clusters Identifications | 321 |

A Fast FixedPoint Algorithm for TwoClass Discriminative Feature Extraction | 330 |

Feature Extraction with Weighted Samples Based on Independent Component Analysis | 340 |

Discriminant Analysis by a Neural Network with Mahalanobis Distance | 350 |

Assessment of an Unsupervised Feature Selection Method for Generative Topographic Mapping | 361 |

A Model Selection Method Based on Bound of Learning Coefficient | 371 |

Sequential Learning with LSSVM for LargeScale Data Sets | 381 |

A Nearest Features Classifier Using a Selforganizing Map for Memory Base Evaluation | 391 |

A Multisensor Fusion System for the Detection of Plant Viruses by Combining Artificial Neural Networks | 401 |

Normalization Technique | 410 |

An Evolutionary Approach to Automatic Kernel Construction | 417 |

A LeaveKOut CrossValidation Scheme for Unsupervised Kernel Regression | 427 |

Neural Network Clustering Based on Distances Between Objects | 437 |

A Procedure Slightly Inspired on Olfactory System and Based on Kohonen Network | 444 |

Pattern Classification Using Composite Features | 451 |

Towards a Control Theory of Attention | 461 |

Tracing Back FeedForward Activation Using Localized Saliency Computations | 471 |

An Attention Based Similarity Measure for Colour Images | 481 |

Learning by Integrating Information Within and Across Fixations | 488 |

Feature Conjunctions in Visual Search | 498 |

A Biologically Motivated System for Unconstrained Online Learning of Visual Objects | 508 |

SecondOrder NonFourier AttentionBased Face Detection | 518 |

Feature Extraction Using ClassAugmented Principal Component Analysis CAPCA | 606 |

Single and Group Frame Features | 616 |

Human Facial Expression Recognition Using Hybrid Network of PCA and RBFN | 624 |

Extracting Motion Primitives from Natural Handwriting Data | 634 |

Including Metric Space Topology in Neural Networks Training by Ordering Patterns | 644 |

A Technical Trading Indicator Based on Dynamical Consistent Neural Networks | 654 |

Testing the Random Walk Hypothesis with Neural Networks | 664 |

Two Case Studies in Greece | 672 |

Credit Risk Analysis Using a ReliabilityBased Neural Network Ensemble Model | 682 |

Competitive and Collaborative Mixtures of Experts for Financial Risk Analysis | 691 |

Kernel Regression Based ShortTerm Load Forecasting | 701 |

Electricity Load Forecasting Using Self Organizing Maps | 709 |

A Hybrid Neural Model in LongTerm Electrical Load Forecasting | 717 |

Application of Radial Basis Function Networks for Wind Power Forecasting | 726 |

The Application of Neural Networks to Electric Power Grid Simulation | 736 |

Early Detection of Winding Faults in Windmill Generators Using Wavelet Transform and ANN Classification | 746 |

Combining Artificial Neural Networks and Heuristic Rules in a Hybrid Intelligent Load Forecast System | 757 |

New Phenemenon on Power Transformers and Fault Identification Using Artificial Neural Networks | 767 |

Neural Network Based Algorithm for Radiation Dose Evaluation in Heterogeneous Environments | 777 |

Exploring the Intrinsic Structure of Magnetic Resonance Spectra Tumor Data Based on Independent Component Analysis and Correlation Analysis | 788 |

Exploratory Data Analysis | 798 |

Semisupervised Significance Score of Differential Gene Expressions | 808 |

Semi Supervised Fuzzy Clustering Networks for Constrained Analysis of TimeSeries Gene Expression Data | 818 |

Evolutionary Optimization of Sequence Kernels for Detection of Bacterial Gene Starts | 827 |

TreeDependent Components of Gene Expression Data for Clustering | 837 |

A Neural Model in Antispam Systems | 847 |

A Neural Model in Intrusion Detection Systems | 856 |

Improved Kernel Based Intrusion Detection System | 863 |

Testing the Fraud Detection Ability of Different User Profiles by Means of FFNN Classifiers | 872 |

Predicting Users Movement with a Combination of SelfOrganizing Map and Markov Model | 884 |

Learning Manifolds in Forensic Data | 894 |

Marketing Applications of a TwoLevel SOM | 904 |

A Neural Network Approach to Study O3 and PM10 Concentration in Environmental Pollution | 913 |

ROC Analysis as a Useful Tool for Performance Evaluation of Artificial Neural Networks | 923 |

NewPRCombining TFIDF with Pagerank | 932 |

A Fast Algorithm for Words Reordering Based on Language Model | 943 |

Phonetic Feature Discovery in Speech Using SnapDrift Learning | 952 |

A New NeuroDominance Rule for Single Machine Tardiness Problem with Unequal Release Dates | 963 |

Support Vector Machines | 974 |

Nondestructive Testing for Assessing Structures by Using SoftComputing | 982 |

Neural Unit Element Application for in Use Microwave Circuitry | 992 |

An Artificial Neural Network Based Simulation Metamodeling Approach for Dual Resource Constrained Assembly Line | 1002 |

A Packet Routing Method Using Chaotic Neurodynamics for Complex Networks | 1012 |

1023 | |

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accuracy algorithm applied approach Artificial Neural Networks average Berlin Heidelberg 2006 classiﬁcation classifier clustering combination component analysis Computer corresponding criterion cross-validation curves data set database deﬁned detection diﬀerent distribution error estimation evaluation experiments feature extraction ﬁeld filtering ﬁnd ﬁrst ﬁxation function fuzzy Gaussian genes hidden ICANN IEEE IEEE Transactions independent component analysis input kernel Kernel PCA Kollias layer linear LNCS load forecasting Machine Learning matrix measure method neural network neurons node nonlinear normal object obtained optimal output parameters Parzen window Pattern Recognition performance pixels points prediction problem proposed query regions regression relevant representation retrieval ROC curves samples Section selection Self-Organizing Maps semantic sequence signals signiﬁcant simulation SIMULINK space Springer-Verlag Berlin Heidelberg statistical subset Support Vector Machines Table techniques test set tion training set transform values variables variance vector visual wavelet weights