Artificial Neural Networks and Machine Learning – ICANN 2011: 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I

Front Matter....Pages -
Transformation Equivariant Boltzmann Machines....Pages 1-9
Improved Learning of Gaussian-Bernoulli Restricted Boltzmann Machines....Pages 10-17
A Hierarchical Generative Model of Recurrent Object-Based Attention in the Visual Cortex....Pages 18-25
ℓ 1 -Penalized Linear Mixed-Effects Models for BCI....Pages 26-35
Slow Feature Analysis - A Tool for Extraction of Discriminating Event-Related Potentials in Brain-Computer Interfaces....Pages 36-43
Transforming Auto-Encoders....Pages 44-51
Stacked Convolutional Auto-Encoders for Hierarchical Feature Extraction....Pages 52-59
Error-Backpropagation in Networks of Fractionally Predictive Spiking Neurons....Pages 60-68
ESN Intrinsic Plasticity versus Reservoir Stability....Pages 69-76
Adaptive Routing Strategies for Large Scale Spiking Neural Network Hardware Implementations....Pages 77-84
Self-Organizing Map for the Multi-Goal Path Planning with Polygonal Goals....Pages 85-92
Unlearning in the BCM Learning Rule for Plastic Self-organization in a Multi-modal Architecture....Pages 93-100
Neuronal Projections Can Be Sharpened by a Biologically Plausible Learning Mechanism....Pages 101-108
Explicit Class Structure by Weighted Cooperative Learning....Pages 109-116
Unsupervized Data-Driven Partitioning of Multiclass Problems....Pages 117-125
Bounds for Approximate Solutions of Fredholm Integral Equations Using Kernel Networks....Pages 126-133
An Improved Training Algorithm for the Linear Ranking Support Vector Machine....Pages 134-141
Extending Tree Kernels with Topological Information....Pages 142-149
Accelerating Kernel Neural Gas....Pages 150-158
State Prediction: A Constructive Method to Program Recurrent Neural Networks....Pages 159-166
Cluster Self-organization of Known and Unknown Environmental Sounds Using Recurrent Neural Network....Pages 167-175
Time-Dependent Series Variance Estimation via Recurrent Neural Networks....Pages 176-184
Historical Consistent Complex Valued Recurrent Neural Network....Pages 185-192
Sparse Spatio-temporal Gaussian Processes with General Likelihoods....Pages 193-200
Learning Curves for Gaussian Processes via Numerical Cubature Integration....Pages 201-208
Cross-Species Translation of Multi-way Biomarkers....Pages 209-216
An Evaluation of the Image Recognition Method Using Pulse Coupled Neural Network....Pages 217-224
Using the Leader Algorithm with Support Vector Machines for Large Data Sets....Pages 225-232
Automatic Seizure Detection Incorporating Structural Information....Pages 233-240
The Grouped Author-Topic Model for Unsupervised Entity Resolution....Pages 241-249
Kullback-Leibler Divergence for Nonnegative Matrix Factorization....Pages 250-257
Distributed Deterministic Temporal Information Propagated by Feedforward Neural Networks....Pages 258-265
Chaotic Complex-Valued Multidirectional Associative Memory with Variable Scaling Factor....Pages 266-274
Predicting Reaction Times in Word Recognition by Unsupervised Learning of Morphology....Pages 275-282
An Examination of the Dynamic Interaction within Metaphor Understanding Using a Model Simulation....Pages 283-290
Visual Pathways for Shape Abstraction....Pages 291-298
Improving Articulatory Feature and Phoneme Recognition Using Multitask Learning....Pages 299-306
OrBEAGLE: Integrating Orthography into a Holographic Model of the Lexicon....Pages 307-314
On the Problem of Finding the Least Number of Features by L1-Norm Minimisation....Pages 315-322
Extracting Coactivated Features from Multiple Data Sets....Pages 323-330
Single Layer Complex Valued Neural Network with Entropic Cost Function....Pages 331-338
Batch Intrinsic Plasticity for Extreme Learning Machines....Pages 339-346
An Empirical Study on the Performance of Spectral Manifold Learning Techniques....Pages 347-354
Semi-supervised Learning for WLAN Positioning....Pages 355-362
Ensemble-Teacher Learning through a Perceptron Rule with a Margin....Pages 363-370
Topic-Dependent Document Ranking: Citation Network Analysis by Analogy to Memory Retrieval in the Brain....Pages 371-378
PADDLE: Proximal Algorithm for Dual Dictionaries LEarning....Pages 379-386
Back Matter....Pages -