Artificial Neural Networks and Machine Learning – ICANN 2014: 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings

Front Matter....Pages -
Dynamic Cortex Memory: Enhancing Recurrent Neural Networks for Gradient-Based Sequence Learning....Pages 1-8
Learning and Recognition of Multiple Fluctuating Temporal Patterns Using S-CTRNN....Pages 9-16
Regularized Recurrent Neural Networks for Data Efficient Dual-Task Learning....Pages 17-24
On-line Training of ESN and IP Tuning Effect....Pages 25-32
An Incremental Approach to Language Acquisition: Thematic Role Assignment with Echo State Networks....Pages 33-40
Memory Capacity of Input-Driven Echo State Networks at the Edge of Chaos....Pages 41-48
Adaptive Critical Reservoirs with Power Law Forgetting of Unexpected Input Sequences....Pages 49-56
Interactive Evolving Recurrent Neural Networks Are Super-Turing Universal....Pages 57-64
Attractor Metadynamics in Adapting Neural Networks....Pages 65-72
Basic Feature Quantities of Digital Spike Maps....Pages 73-80
Discriminative Fast Soft Competitive Learning....Pages 81-88
Human Action Recognition with Hierarchical Growing Neural Gas Learning....Pages 89-96
Real-Time Anomaly Detection with a Growing Neural Gas....Pages 97-104
Classification with Reject Option Using the Self-Organizing Map....Pages 105-112
A Non-parametric Maximum Entropy Clustering....Pages 113-120
Instance Selection Using Two Phase Collaborative Neighbor Representation....Pages 121-128
Global Metric Learning by Gradient Descent....Pages 129-135
Leaving Local Optima in Unsupervised Kernel Regression....Pages 137-144
An Algorithm for Directed Graph Estimation....Pages 145-152
Merging Strategy for Local Model Networks Based on the Lolimot Algorithm....Pages 153-160
Factor Graph Inference Engine on the SpiNNaker Neural Computing System....Pages 161-168
High-Dimensional Binary Pattern Classification by Scalar Neural Network Tree....Pages 169-176
Human Activity Recognition on Smartphones with Awareness of Basic Activities and Postural Transitions....Pages 177-184
sNN-LDS: Spatio-temporal Non-negative Sparse Coding for Human Action Recognition....Pages 185-192
Interactive Language Understanding with Multiple Timescale Recurrent Neural Networks....Pages 193-200
A Neural Dynamic Architecture Resolves Phrases about Spatial Relations in Visual Scenes....Pages 201-208
Chinese Image Character Recognition Using DNN and Machine Simulated Training Samples....Pages 209-216
Polyphonic Music Generation by Modeling Temporal Dependencies Using a RNN-DBN....Pages 217-224
On Improving the Classification Capability of Reservoir Computing for Arabic Speech Recognition....Pages 225-232
Neural Network Based Data Fusion for Hand Pose Recognition with Multiple ToF Sensors....Pages 233-240
Sparse Single-Hidden Layer Feedforward Network for Mapping Natural Language Questions to SQL Queries....Pages 241-248
Towards Context-Dependence Eye Movements Prediction in Smart Meeting Rooms....Pages 249-256
Variational EM Learning of DSBNs with Conditional Deep Boltzmann Machines....Pages 257-264
Improving Deep Neural Network Performance by Reusing Features Trained with Transductive Transference....Pages 265-272
From Maxout to Channel-Out: Encoding Information on Sparse Pathways....Pages 273-280
Minimizing Computation in Convolutional Neural Networks....Pages 281-290
One-Shot Learning with Feedback for Multi-layered Convolutional Network....Pages 291-298
Row-Action Projections for Nonnegative Matrix Factorization....Pages 299-306
Structure Perturbation Optimization for Hopfield-Type Neural Networks....Pages 307-314
Complex-Valued Multilayer Perceptron Search Utilizing Singular Regions of Complex-Valued Parameter Space....Pages 315-322
Mix-Matrix Transformation Method for Max-Сut Problem....Pages 323-330
Complexity of Shallow Networks Representing Functions with Large Variations....Pages 331-338
Visualizing Hierarchical Representation in a Multilayered Restricted RBF Network....Pages 339-346
Contingent Features for Reinforcement Learning....Pages 347-354
A Non-stationary Infinite Partially-Observable Markov Decision Process....Pages 355-362
Tool-Body Assimilation Model Based on Body Babbling and a Neuro-Dynamical System for Motion Generation....Pages 363-370
A Gaussian Process Reinforcement Learning Algorithm with Adaptability and Minimal Tuning Requirements....Pages 371-378
Sensorimotor Control Learning Using a New Adaptive Spiking Neuro-Fuzzy Machine, Spike-IDS and STDP....Pages 379-386
Model-Based Identification of EEG Markers for Learning Opportunities in an Associative Learning Task with Delayed Feedback....Pages 387-394
Structured Prediction for Object Detection in Deep Neural Networks....Pages 395-402
A Multichannel Convolutional Neural Network for Hand Posture Recognition....Pages 403-410
A Two-Stage Classifier Architecture for Detecting Objects under Real-World Occlusion Patterns....Pages 411-418
Towards Sparsity and Selectivity: Bayesian Learning of Restricted Boltzmann Machine for Early Visual Features....Pages 419-426
Online Learning of Invariant Object Recognition in a Hierarchical Neural Network....Pages 427-434
Incorporating Scale Invariance into the Cellular Associative Neural Network....Pages 435-442
Shape from Shading by Model Inclusive Learning with Simultaneously Estimating Reflection Parameters....Pages 443-450
Instance-Based Object Recognition with Simultaneous Pose Estimation Using Keypoint Maps and Neural Dynamics....Pages 451-458
How Visual Attention and Suppression Facilitate Object Recognition?....Pages 459-466
Analysis of Neural Circuit for Visual Attention Using Lognormally Distributed Input....Pages 467-474
Dynamic Ensemble Selection and Instantaneous Pruning for Regression Used in Signal Calibration....Pages 475-482
Global and Local Rejection Option in Multi–classification Task....Pages 483-490
Comparative Study of Accuracies on the Family of the Recursive-Rule Extraction Algorithm....Pages 491-498
Improving the Convergence Property of Soft Committee Machines by Replacing Derivative with Truncated Gaussian Function....Pages 499-506
Fast Sensitivity-Based Training of BP-Networks....Pages 507-514
Learning Anisotropic RBF Kernels....Pages 515-522
Empowering Imbalanced Data in Supervised Learning: A Semi-supervised Learning Approach....Pages 523-530
A Geometrical Approach for Parameter Selection of Radial Basis Functions Networks....Pages 531-538
Sampling Hidden Parameters from Oracle Distribution....Pages 539-546
Incremental Input Variable Selection by Block Addition and Block Deletion....Pages 547-554
A CFS-Based Feature Weighting Approach to Naive Bayes Text Classifiers....Pages 555-562
Local Rejection Strategies for Learning Vector Quantization....Pages 563-570
Efficient Adaptation of Structure Metrics in Prototype-Based Classification....Pages 571-578
Improved Adaline Networks for Robust Pattern Classification....Pages 579-586
Learning under Concept Drift with Support Vector Machines....Pages 587-594
Two Subspace-Based Kernel Local Discriminant Embedding....Pages 595-602
Coupling Gaussian Process Dynamical Models with Product-of-Experts Kernels....Pages 603-610
A Deep Dynamic Binary Neural Network and Its Application to Matrix Converters....Pages 611-618
Improving Humanoid Robot Speech Recognition with Sound Source Localisation....Pages 619-626
Control of UPOs of Unknown Chaotic Systems via ANN....Pages 627-634
Event-Based Visual Data Sets for Prediction Tasks in Spiking Neural Networks....Pages 635-642
Modeling of Chaotic Time Series by Interval Type-2 NEO-Fuzzy Neural Network....Pages 643-650
Excitation/Inhibition Patterns in a System of Coupled Cortical Columns....Pages 651-658
Self-generated Off-line Memory Reprocessing Strongly Improves Generalization in a Hierarchical Recurrent Neural Network....Pages 659-666
Lateral Inhibition Pyramidal Neural Networks Designed by Particle Swarm Optimization....Pages 667-674
Bio-mimetic Path Integration Using a Self Organizing Population of Grid Cells....Pages 675-682
Learning Spatial Transformations Using Structured Gain-Field Networks....Pages 683-690
Flexible Cue Integration by Line Attraction Dynamics and Divisive Normalization....Pages 691-698
Learning to Look: A Dynamic Neural Fields Architecture for Gaze Shift Generation....Pages 699-706
Skeleton Model for the Neurodynamics of Visual Action Representations....Pages 707-714
Latency-Based Probabilistic Information Processing in Recurrent Neural Hierarchies....Pages 715-722
Factors Influencing Polychronous Group Sustainability as a Model of Working Memory....Pages 723-731
Pre- and Postsynaptic Properties Regulate Synaptic Competition through Spike-Timing-Dependent Plasticity....Pages 733-740
Location-Dependent Dendritic Computation in a Modeled Striatal Projection Neuron....Pages 741-748
Classifying Spike Patterns by Reward-Modulated STDP....Pages 749-756
Quantifying the Effect of Meaning Variation in Survey Analysis....Pages 757-764
Discovery of Spatio-Temporal Patterns from Foursquare by Diffusion-type Estimation and ICA....Pages 765-772
Content-Boosted Restricted Boltzmann Machine for Recommendation....Pages 773-780
Financial Self-Organizing Maps....Pages 781-788
RatSLAM on Humanoids - A Bio-Inspired SLAM Model Adapted to a Humanoid Robot....Pages 789-796
Precise Wind Power Prediction with SVM Ensemble Regression....Pages 797-804
Neural Network Approaches to Solution of the Inverse Problem of Identification and Determination of Partial Concentrations of Salts in Multi-сomponent Water Solutions....Pages 805-812
Lateral Inhibition Pyramidal Neural Network for Detection of Optical Defocus (Zernike Z 5 )....Pages 813-820
Development of a Dynamically Extendable SpiNNaker Chip Computing Module....Pages 821-828
The Importance of Physiological Noise Regression in High Temporal Resolution fMRI....Pages 829-836
Development of Automated Diagnostic System for Skin Cancer: Performance Analysis of Neural Network Learning Algorithms for Classification....Pages 837-844
Back Matter....Pages -