The two volume set LNCS 5506 and LNCS 5507 constitutes the thoroughly refereed post-conference proceedings of the 15th International Conference on Neural Information Processing, ICONIP 2008, held in Auckland, New Zealand, in November 2008.
The 260 revised full papers presented were carefully reviewed and selected from numerous ordinary paper submissions and 15 special organized sessions. 116 papers are published in the first volume and 112 in the second volume. The contributions deal with topics in the areas of data mining methods for cybersecurity, computational models and their applications to machine learning and pattern recognition, lifelong incremental learning for intelligent systems, application of intelligent methods in ecological informatics, pattern recognition from real-world information by svm and other sophisticated techniques, dynamics of neural networks, recent advances in brain-inspired technologies for robotics, neural information processing in cooperative multi-robot systems.
Author(s): Nikola Kasabov (auth.), Mario Köppen, Nikola Kasabov, George Coghill (eds.)
Series: Lecture Notes in Computer Science 5506 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 1257
Tags: Computation by Abstract Devices; Artificial Intelligence (incl. Robotics); Models and Principles; Special Purpose and Application-Based Systems; Simulation and Modeling; Pattern Recognition
Front Matter....Pages -
Front Matter....Pages 1-1
Integrative Probabilistic Evolving Spiking Neural Networks Utilising Quantum Inspired Evolutionary Algorithm: A Computational Framework....Pages 3-13
A Spiking Network of Hippocampal Model Including Neurogenesis....Pages 14-21
NeuroEvolution Based on Reusable and Hierarchical Modular Representation....Pages 22-31
A Common-Neural-Pattern Based Reasoning for Mobile Robot Cognitive Mapping....Pages 32-39
Identifying Emotions Using Topographic Conditioning Maps....Pages 40-47
A Gene Regulatory Model for the Development of Primitive Nervous Systems....Pages 48-55
Real-Time Epileptic Seizure Detection on Intra-cranial Rat Data Using Reservoir Computing....Pages 56-63
Learning of Subgoals for Goal-Oriented Behavior Control of Mobile Robots....Pages 64-71
Coding Mechanisms in Hippocampal Networks for Learning and Memory....Pages 72-79
Developmental Stereo: Topographic Iconic-Abstract Map from Top-Down Connection....Pages 80-87
An Analysis of Synaptic Transmission and its Plasticity by Glutamate Receptor Channel Kinetics Models and 2-Photon Laser Photolysis....Pages 88-94
A Biologically Inspired Neural CPG for Sea Wave Conditions/Frequencies....Pages 95-102
Feature Subset Selection Using Differential Evolution....Pages 103-110
Topology of Brain Functional Networks: Towards the Role of Genes....Pages 111-118
Hybrid Design Principles and Time Constants in the Construction of Brain-Based Robotics: A Real-Time Simulator of Oscillatory Neural Networks Interacting with the Real Environment via Robotic Devices....Pages 119-126
Front Matter....Pages 127-127
First Spiking Dynamics of Stochastic Neuronal Model with Optimal Control....Pages 129-136
BCM and Membrane Potential: Alternative Ways to Timing Dependent Plasticity....Pages 137-144
A Novel Hybrid Spiking Neuron: Response Analysis and Learning Potential....Pages 145-152
Event-Related Desynchronisation/Synchronisation of Spontaneous Motor Actions....Pages 153-160
Competition between Synapses Located in Proximal and Distal Dendrites of the Dentate Granule Cell through STDP....Pages 161-168
Front Matter....Pages 127-127
An Analysis of the Autonomic Cardiac Activity by Reducing the Interplay between Sympathetic and Parasympathetic Information....Pages 169-176
On Similarity Measures for Spike Trains....Pages 177-185
Relationship between an Input Sequence and Asymmetric Connections Formed by Theta Phase Precession and STDP....Pages 186-193
Analysis of Microelectrographic Neuronal Background in Deep Brain Nuclei in Parkinson Disease....Pages 194-199
Gating Echo State Neural Networks for Time Series Forecasting....Pages 200-207
A Novel Artificial Model of Spiral Ganglion Cell and Its Spike-Based Encoding Function....Pages 208-215
Evolution of Neural Organization in a Hydra-Like Animat....Pages 216-223
Improved Sparse Bump Modeling for Electrophysiological Data....Pages 224-231
Classify Event-Related Motor Potentials of Cued Motor Actions....Pages 232-239
A Neural Network Based Hierarchical Motor Schema of a Multi-finger Hand and Its Motion Diversity....Pages 240-247
Front Matter....Pages 249-249
Biological Plausibility of Spectral Domain Approach for Spatiotemporal Visual Saliency....Pages 251-258
A “Global Closure” Effect in Contour Integration....Pages 259-266
Modeling of Associative Dynamics in Hippocampal Contributions to Heuristic Decision Making....Pages 267-274
Tracking with Depth-from-Size....Pages 275-284
Training Recurrent Connectionist Models on Symbolic Time Series....Pages 285-292
Computational Modeling of Risk–Related Eye Movement of Car Drivers....Pages 293-300
Robust Detection of Medial-Axis by Onset Synchronization of Border-Ownership Selective Cells and Shape Reconstruction from Its Medial-Axis....Pages 301-309
Synaptic Cooperation and Competition in STDP Learning Rule....Pages 310-317
An Exemplar-Based Statistical Model for the Dynamics of Neural Synchrony....Pages 318-326
Towards a Comparative Theory of the Primates’ Tool-Use Behavior....Pages 327-335
Front Matter....Pages 249-249
Artifact Removal Using Simultaneous Current Estimation of Noise and Cortical Sources....Pages 336-343
Significance for Hippocampal Memory of Context-Like Information Generated in Hippocampal CA3c....Pages 344-351
Bio-signal Integration for Humanoid Operation: Gesture and Brain Signal Recognition by HMM/SVM-Embedded BN....Pages 352-360
Interpreting Dopamine Activities in Stochastic Reward Tasks....Pages 361-368
Epileptogenic ECoG Monitoring and Brain Stimulation Using a Multifunctional Microprobe for Minimally Invasive Brain Microsurgery....Pages 369-376
Generalization in Linguistic Category Formation Based on the Prototype Effect....Pages 377-383
Model of the Activity of Hippocampal Neurons Based on the Theory of Selective Desensitization....Pages 384-391
EEG-Based Classification of Brain Activity for Brightness Stimuli....Pages 392-399
Steady State Visual Evoked Potentials in the Delta Range (0.5-5 Hz)....Pages 400-407
Using Optimality to Predict Photoreceptor Distribution in the Retina....Pages 408-415
Optical Imaging of Plastic Changes Induced by Fear Conditioning in the Auditory Cortex of Guinea Pig....Pages 416-422
Possibility of Cantor Coding by Spatial Input Patterns....Pages 423-427
A Neural Network Model for a Hierarchical Spatio-temporal Memory....Pages 428-435
Time-Varying Synchronization of Visual ERP during Sentences Identification....Pages 436-443
Neural Mechanism of Synchronous Firing of Inferior Temporal Cortex in Face Perception....Pages 444-450
Front Matter....Pages 451-451
Clustering of Spectral Patterns Based on EMD Components of EEG Channels with Applications to Neurophysiological Signals Separation....Pages 453-460
Consensus Clustering Using Spectral Theory....Pages 461-468
On the Synchrony of Morphological and Molecular Signaling Events in Cell Migration....Pages 469-477
MISCORE: Mismatch-Based Matrix Similarity Scores for DNA Motif Detection....Pages 478-485
Ensembles of Pre-processing Techniques for Noise Detection in Gene Expression Data....Pages 486-493
Front Matter....Pages 451-451
FES Position Control of Forearm Using EOG....Pages 494-503
Reduction of FPs for Lung Nodules in MDCT by Use of Temporal Subtraction with Voxel-Matching Technique....Pages 504-512
Improved Mass Spectrometry Peak Intensity Prediction by Adaptive Feature Weighting....Pages 513-520
An Improved Genetic Algorithm for DNA Motif Discovery with Public Domain Information....Pages 521-528
A Hybrid Model for Prediction of Peptide Binding to MHC Molecules....Pages 529-536
Front Matter....Pages 537-537
An Evaluation of Machine Learning-Based Methods for Detection of Phishing Sites....Pages 539-546
Detecting Methods of Virus Email Based on Mail Header and Encoding Anomaly....Pages 547-554
Faster Parameter Detection of Polymorphic Viral Code Using Hot List Strategy....Pages 555-562
G-Means: A Clustering Algorithm for Intrusion Detection....Pages 563-570
Anomaly Intrusion Detection for Evolving Data Stream Based on Semi-supervised Learning....Pages 571-578
An Incident Analysis System NICTER and Its Analysis Engines Based on Data Mining Techniques....Pages 579-586
Multi-layered Hand and Face Tracking for Real-Time Gesture Recognition....Pages 587-594
Towards a Reliable Evaluation Framework for Message Authentication in Web-Based Transactions Based on an Improved Computational Intelligence and Dynamical Systems Methodology....Pages 595-602
Front Matter....Pages 603-603
A Neuro-GA Approach for the Maximum Fuzzy Clique Problem....Pages 605-612
Hybrid Feature Selection: Combining Fisher Criterion and Mutual Information for Efficient Feature Selection....Pages 613-620
Sensibility-Aware Image Retrieval Using Computationally Learned Bases: RIM, JPG, J2K, and Their Mixtures....Pages 621-628
An Analysis of Generalization Error in Relevant Subtask Learning....Pages 629-637
Intelligent Automated Guided Vehicle with Reverse Strategy: A Comparison Study....Pages 638-646
Neural Networks for Optimal Form Design of Personal Digital Assistants....Pages 647-654
Firing Rate Estimation Using an Approximate Bayesian Method....Pages 655-662
Front Matter....Pages 603-603
Sampling Curve Images to Find Similarities among Parts of Images....Pages 663-670
Improving the State Space Organization of Untrained Recurrent Networks....Pages 671-678
Online Multibody Factorization Based on Bayesian Principal Component Analysis of Gaussian Mixture Models....Pages 679-687
Experimental Study of Ergodic Learning Curve in Hidden Markov Models....Pages 688-695
Design of Exchange Monte Carlo Method for Bayesian Learning in Normal Mixture Models....Pages 696-706
Image Filling-In: A Gestalt Approach....Pages 707-714
Sports Video Segmentation Using a Hierarchical Hidden CRF....Pages 715-722
Learning Manifolds for Bankruptcy Analysis....Pages 723-730
Information Geometry of Interspike Intervals in Spiking Neurons with Refractories....Pages 731-736
Convolutive Blind Speech Separation by Decorrelation....Pages 737-744
Front Matter....Pages 745-745
Cognitive Representation and Bayeisan Model of Spatial Object Contexts for Robot Localization....Pages 747-754
Learning of Action Generation from Raw Camera Images in a Real-World-Like Environment by Simple Coupling of Reinforcement Learning and a Neural Network....Pages 755-762
Brain-Inspired Emergence of Behaviors Based on the Desire for Existence by Reinforcement Learning....Pages 763-770
A Neural Network Based Controller for an Outdoor Mobile Robot....Pages 771-778
Depth Perception Using a Monocular Vision System....Pages 779-786
Trajectory Planning with Dynamics Constraints for an Underactuated Manipulator....Pages 787-793
Neural Networks That Mimic the Human Brain: Turing Machines versus Machines That Generate Conscious Sensations....Pages 794-801
Front Matter....Pages 803-803
A Vector Quantization Approach for Life-Long Learning of Categories....Pages 805-812
An Integrated System for Incremental Learning of Multiple Visual Categories....Pages 813-820
A Neural Network Model for Sequential Multitask Pattern Recognition Problems....Pages 821-828
Front Matter....Pages 803-803
Automatic Discovery of Subgoals in Reinforcement Learning Using Strongly Connected Components....Pages 829-834
Front Matter....Pages 835-835
Bifurcation and Windows in a Simple Piecewise Linear Chaotic Spiking Neuron....Pages 837-843
Bifurcation between Superstable Periodic Orbits and Chaos in a Simple Spiking Circuit....Pages 844-850
Application of Higher Order Neural Network Dynamics to Distributed Radio Resource Usage Optimization of Cognitive Wireless Networks....Pages 851-858
Synchronized Rhythmic Signals Effectively Influence Ongoing Cortical Activity for Decision-Making: A Study of the Biological Plausible Neural Network Model....Pages 859-866
Synchronization Transition in a Pair of Coupled Non-identical Oscillators....Pages 867-874
Parameter Analysis for Removing the Local Minima of Combinatorial Optimization Problems by Using the Inverse Function Delayed Neural Network....Pages 875-882
Fractional-Order Hopfield Neural Networks....Pages 883-890
Front Matter....Pages 891-891
Classification and Prediction of Lower Troposphere Layers Influence on RF Propagation Using Artificial Neural Networks....Pages 893-900
Predicting the Distribution of Fungal Crop Diseases from Abiotic and Biotic Factors Using Multi-Layer Perceptrons....Pages 901-908
Using Time Lagged Input Data to Improve Prediction of Stinging Jellyfish Occurrence at New Zealand Beaches by Multi-Layer Perceptrons....Pages 909-916
Modelling Climate Change Effects on Wine Quality Based on Expert Opinions Expressed in Free-Text Format: The WEBSOM Approach....Pages 917-925
Front Matter....Pages 927-927
A Support Vector Machine with Forgetting Factor and Its Statistical Properties....Pages 929-936
Improved Parameter Tuning Algorithms for Fuzzy Classifiers....Pages 937-944
Accelerated Classifier Training Using the PSL Cascading Structure....Pages 945-952
Imitation Learning from Unsegmented Human Motion Using Switching Autoregressive Model and Singular Vector Decomposition....Pages 953-961
Vision Based Mobile Robot for Indoor Environmental Security....Pages 962-969
Multiobjective Multiclass Soft-Margin Support Vector Machine Maximizing Pair-Wise Interclass Margins....Pages 970-977
Functional Networks Based on Pairwise Spike Synchrony Can Capture Topologies of Synaptic Connectivity in a Local Cortical Network Model....Pages 978-985
Prediction of the O -Glycosylation by Support Vector Machines and Semi-supervised Learning....Pages 986-994
Front Matter....Pages 927-927
Practical Approach to Outlier Detection Using Support Vector Regression....Pages 995-1001
A Variant of Adaptive Mean Shift-Based Clustering....Pages 1002-1009
Front Matter....Pages 1011-1011
Using Spiking Neural Networks for the Generation of Coordinated Action Sequences in Robots....Pages 1013-1020
Neuro-Evolutive System for Ego-Motion Estimation with a 3D Camera....Pages 1021-1028
Neuro Granular Networks with Self-learning Stochastic Connections: Fusion of Neuro Granular Networks and Learning Automata Theory....Pages 1029-1036
An Incremental Learning Algorithm for Optimizing High-Dimensional ANN-Based Classification Systems....Pages 1037-1044
Towards the Adaptive Control of a Multirobot System for an Elastic Hose....Pages 1045-1052
Economical Implementation of Control Loops for Multi-robot Systems....Pages 1053-1059
Front Matter....Pages 1061-1061
An Improved Modular Neural Network Model for Adaptive Trajectory Tracking Control of Robot Manipulators....Pages 1063-1070
Variable Colour Depth Look-Up Table Based on Fuzzy Colour Processing....Pages 1071-1078
Towards a Generalised Hybrid Path-Planning and Motion Control System with Auto-calibration for Animated Characters in 3D Environments....Pages 1079-1086
Cultivated Microorganisms Control a Real Robot: A Model of Dynamical Coupling between Internal Growth and Robot Movement....Pages 1087-1094
Stream Processing of Geometric and Central Moments Using High Precision Summed Area Tables....Pages 1095-1102
Bayesian Fusion of Auditory and Visual Spatial Cues during Fixation and Saccade in Humanoid Robot....Pages 1103-1109
Solving the Online SLAM Problem with an Omnidirectional Vision System....Pages 1110-1117
Front Matter....Pages 1119-1119
A Notable Swarm Approach to Evolve Neural Network for Classification in Data Mining....Pages 1121-1128
FPGA Implementation of an Evolving Spiking Neural Network....Pages 1129-1136
HyFIS-Yager-gDIC: A Self-organizing Hybrid Neural Fuzzy Inference System Realizing Yager Inference....Pages 1137-1145
Parallel Ant Colony Optimizer Based on Adaptive Resonance Theory Maps....Pages 1146-1153
Covariate Shift and Incremental Learning....Pages 1154-1162
Front Matter....Pages 1119-1119
A Novel Incremental Linear Discriminant Analysis for Multitask Pattern Recognition Problems....Pages 1163-1171
Soft Sensor Based on Adaptive Local Learning....Pages 1172-1179
Directly Optimizing Topology-Preserving Maps with Evolutionary Algorithms....Pages 1180-1187
RBF NN Based Adaptive PI Control of Brushless DC Motor....Pages 1188-1195
Incremental Principal Component Analysis Based on Adaptive Accumulation Ratio....Pages 1196-1203
Ontology Based Personalized Modeling for Chronic Disease Risk Analysis: An Integrated Approach....Pages 1204-1210
Frost Prediction Characteristics and Classification Using Computational Neural Networks....Pages 1211-1220
Personalized Modeling Based Gene Selection for Microarray Data Analysis....Pages 1221-1228
Integrated Feature and Parameter Optimization for an Evolving Spiking Neural Network....Pages 1229-1236
Personalised Modelling for Multiple Time-Series Data Prediction: A Preliminary Investigation in Asia Pacific Stock Market Indexes Movement....Pages 1237-1244
Dynamic Neural Fuzzy Inference System....Pages 1245-1250
Back Matter....Pages -