Artificial Neural Networks – ICANN 2009: 19th International Conference, Limassol, Cyprus, September 14-17, 2009, Proceedings, Part II

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This two volume set LNCS 5768 and LNCS 5769 constitutes the refereed proceedings of the 19th International Conference on Artificial Neural Networks, ICANN 2009, held in Limassol, Cyprus, in September 2009.

The 200 revised full papers presented were carefully reviewed and selected from more than 300 submissions. The second volume is divided in topical sections on neuroinformatics and bioinformatics; cognitive machines; data analysis and pattern recognition; signal and time series processing; neural dynamics and complex systems; vision and image processing; neuro-evolution and hybrid techniques for mobile agents control; neural control, planning and robotics applications; intelligent tools and methods for multimedia annotation; and critical infrastructure systems.

Author(s): André Ventura, João M. Franco, João P. Ramos, Bruno Direito, António Dourado (auth.), Cesare Alippi, Marios Polycarpou, Christos Panayiotou, Georgios Ellinas (eds.)
Series: Lecture Notes in Computer Science 5769 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009

Language: English
Pages: 1002
Tags: Computation by Abstract Devices; Artificial Intelligence (incl. Robotics); Neurosciences; Pattern Recognition; Data Mining and Knowledge Discovery; Simulation and Modeling

Front Matter....Pages -
Epileptic Seizure Prediction and the Dimensionality Reduction Problem....Pages 1-9
Discovering Diagnostic Gene Targets and Early Diagnosis of Acute GVHD Using Methods of Computational Intelligence over Gene Expression Data....Pages 10-19
Mining Rules for the Automatic Selection Process of Clustering Methods Applied to Cancer Gene Expression Data....Pages 20-29
A Computational Retina Model and Its Self-adjustment Property....Pages 30-39
Mental Simulation, Attention and Creativity....Pages 40-53
BSDT Atom of Consciousness Model, AOCM: The Unity and Modularity of Consciousness....Pages 54-64
Generalized Simulated Annealing and Memory Functioning in Psychopathology....Pages 65-74
Algorithms for Structural and Dynamical Polychronous Groups Detection....Pages 75-84
Logics and Networks for Human Reasoning....Pages 85-94
Simbed: Similarity-Based Embedding....Pages 95-104
PCA-Based Representations of Graphs for Prediction in QSAR Studies....Pages 105-114
Feature Extraction Using Linear and Non-linear Subspace Techniques....Pages 115-124
Classification Based on Combination of Kernel Density Estimators....Pages 125-134
Joint Approximate Diagonalization Utilizing AIC-Based Decision in the Jacobi Method....Pages 135-144
Newtonian Spectral Clustering....Pages 145-154
Bidirectional Clustering of MLP Weights for Finding Nominally Conditioned Polynomials....Pages 155-164
Recognition of Properties by Probabilistic Neural Networks....Pages 165-174
On the Use of the Adjusted Rand Index as a Metric for Evaluating Supervised Classification....Pages 175-184
Profiling of Mass Spectrometry Data for Ovarian Cancer Detection Using Negative Correlation Learning....Pages 185-194
Kernel Alignment k -NN for Human Cancer Classification Using the Gene Expression Profiles....Pages 195-204
Convex Mixture Models for Multi-view Clustering....Pages 205-214
Strengthening the Forward Variable Selection Stopping Criterion....Pages 215-224
Features and Metric from a Classifier Improve Visualizations with Dimension Reduction....Pages 225-234
Fuzzy Cluster Validation Using the Partition Negentropy Criterion....Pages 235-244
Bayesian Estimation of Kernel Bandwidth for Nonparametric Modelling....Pages 245-254
Using Kernel Basis with Relevance Vector Machine for Feature Selection....Pages 255-264
Acquiring and Classifying Signals from Nanopores and Ion-Channels....Pages 265-274
Hand-Drawn Shape Recognition Using the SVM’ed Kernel....Pages 275-284
Selective Attention Improves Learning....Pages 285-294
Multi-stage Algorithm Based on Neural Network Committee for Prediction and Search for Precursors in Multi-dimensional Time Series....Pages 295-304
Adaptive Ensemble Models of Extreme Learning Machines for Time Series Prediction....Pages 305-314
Identifying Customer Profiles in Power Load Time Series Using Spectral Clustering....Pages 315-324
Transformation from Complex Networks to Time Series Using Classical Multidimensional Scaling....Pages 325-334
Predicting the Occupancy of the HF Amateur Service with Neural Network Ensembles....Pages 335-344
An Associated-Memory-Based Stock Price Predictor....Pages 345-357
A Case Study of ICA with Multi-scale PCA of Simulated Traffic Data....Pages 358-367
Decomposition Methods for Detailed Analysis of Content in ERP Recordings....Pages 368-377
Outlier Analysis in BP/RP Spectral Bands....Pages 378-386
ANNs and Other Machine Learning Techniques in Modelling Models’ Uncertainty....Pages 387-396
Comparison of Adaptive Algorithms for Significant Feature Selection in Neural Network Based Solution of the Inverse Problem of Electrical Prospecting....Pages 397-405
Efficient Optimization of the Parameters of LS-SVM for Regression versus Cross-Validation Error....Pages 406-415
Noiseless Independent Factor Analysis with Mixing Constraints in a Semi-supervised Framework. Application to Railway Device Fault Diagnosis....Pages 416-425
Speech Hashing Algorithm Based on Short-Time Stability....Pages 426-434
A New Method for Complexity Reduction of Neuro-fuzzy Systems with Application to Differential Stroke Diagnosis....Pages 435-444
LS Footwear Database - Evaluating Automated Footwear Pattern Analysis....Pages 445-454
Advanced Integration of Neural Networks for Characterizing Voids in Welded Strips....Pages 455-464
Connectionist Models for Formal Knowledge Adaptation....Pages 465-474
Modeling Human Operator Controlling Process in Different Environments....Pages 475-484
Discriminating between V and N Beats from ECGs Introducing an Integrated Reduced Representation along with a Neural Network Classifier....Pages 485-494
Mental Tasks Classification for a Noninvasive BCI Application....Pages 495-504
Municipal Creditworthiness Modelling by Radial Basis Function Neural Networks and Sensitive Analysis of Their Input Parameters....Pages 505-514
A Comparison of Three Methods with Implicit Features for Automatic Identification of P300s in a BCI....Pages 515-524
Computing with Probabilistic Cellular Automata....Pages 525-533
Delay-Induced Hopf Bifurcation and Periodic Solution in a BAM Network with Two Delays....Pages 534-543
Response Properties to Inputs of Memory Pattern Fragments in Three Types of Chaotic Neural Network Models....Pages 544-551
Partial Differential Equations Numerical Modeling Using Dynamic Neural Networks....Pages 552-562
The Lin-Kernighan Algorithm Driven by Chaotic Neurodynamics for Large Scale Traveling Salesman Problems....Pages 563-572
Quadratic Assignment Problems for Chaotic Neural Networks with Dynamical Noise....Pages 573-582
Global Exponential Stability of Recurrent Neural Networks with Time-Dependent Switching Dynamics....Pages 583-592
Approximation Capability of Continuous Time Recurrent Neural Networks for Non-autonomous Dynamical Systems....Pages 593-602
Spectra of the Spike Flow Graphs of Recurrent Neural Networks....Pages 603-612
Activation Dynamics in Excitable Maps: Limits to Communication Can Facilitate the Spread of Activity....Pages 613-622
Learning Features by Contrasting Natural Images with Noise....Pages 623-632
Feature Selection for Neural-Network Based No-Reference Video Quality Assessment....Pages 633-642
Learning from Examples to Generalize over Pose and Illumination....Pages 643-652
Semi–supervised Learning with Constraints for Multi–view Object Recognition....Pages 653-662
Large-Scale Real-Time Object Identification Based on Analytic Features....Pages 663-672
Estimation Method of Motion Fields from Images by Model Inclusive Learning of Neural Networks....Pages 673-683
Hybrid Neural Systems for Reduced-Reference Image Quality Assessment....Pages 684-693
Representing Images with χ 2 Distance Based Histograms of SIFT Descriptors....Pages 694-703
Modelling Image Complexity by Independent Component Analysis, with Application to Content-Based Image Retrieval....Pages 704-714
Adaptable Neural Networks for Objects’ Tracking Re-initialization....Pages 715-724
Lattice Independent Component Analysis for fMRI Analysis....Pages 725-734
Adaptive Feature Transformation for Image Data from Non-stationary Processes....Pages 735-744
Bio-inspired Connectionist Architecture for Visual Detection and Refinement of Shapes....Pages 745-754
Evolving Memory Cell Structures for Sequence Learning....Pages 755-764
Measuring and Optimizing Behavioral Complexity for Evolutionary Reinforcement Learning....Pages 765-774
Combining Multiple Inputs in HyperNEAT Mobile Agent Controller....Pages 775-783
Evolving Spiking Neural Parameters for Behavioral Sequences....Pages 784-793
Robospike Sensory Processing for a Mobile Robot Using Spiking Neural Networks....Pages 794-803
Basis Decomposition of Motion Trajectories Using Spatio-temporal NMF....Pages 804-814
An Adaptive NN Controller with Second Order SMC-Based NN Weight Update Law for Asymptotic Tracking....Pages 815-822
Optimizing Control by Robustly Feasible Model Predictive Control and Application to Drinking Water Distribution Systems....Pages 823-834
Distributed Control over Networks Using Smoothing Techniques....Pages 835-844
Trajectory Tracking of a Nonholonomic Mobile Robot Considering the Actuator Dynamics: Design of a Neural Dynamic Controller Based on Sliding Mode Theory....Pages 845-854
Tracking with Multiple Prediction Models....Pages 855-864
Sliding Mode Control for Trajectory Tracking Problem - Performance Evaluation....Pages 865-874
Bilinear Adaptive Parameter Estimation in Fuzzy Cognitive Networks....Pages 875-884
AM-FM Texture Image Analysis of the Intima and Media Layers of the Carotid Artery....Pages 885-894
Unsupervised Clustering of Clickthrough Data for Automatic Annotation of Multimedia Content....Pages 895-904
Object Classification Using the MPEG-7 Visual Descriptors: An Experimental Evaluation Using State of the Art Data Classifiers....Pages 905-912
MuLVAT: A Video Annotation Tool Based on XML-Dictionaries and Shot Clustering....Pages 913-922
Multimodal Sparse Features for Object Detection....Pages 923-932
Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields....Pages 933-943
Contributor Diagnostics for Anomaly Detection....Pages 944-953
Indoor Localization Using Neural Networks with Location Fingerprints....Pages 954-963
Distributed Faulty Sensor Detection in Sensor Networks....Pages 964-975
Detection of Failures in Civil Structures Using Artificial Neural Networks....Pages 976-985
Congestion Control in Autonomous Decentralized Networks Based on the Lotka-Volterra Competition Model....Pages 986-996
Back Matter....Pages -