Artificial Neural Networks and Machine Learning – ICANN 2012: 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II

Front Matter....Pages -
Complex-Valued Multilayer Perceptron Search Utilizing Eigen Vector Descent and Reducibility Mapping....Pages 1-8
Theoretical Analysis of Function of Derivative Term in On-Line Gradient Descent Learning....Pages 9-16
Some Comparisons of Networks with Radial and Kernel Units....Pages 17-24
Multilayer Perceptron for Label Ranking....Pages 25-32
Electricity Load Forecasting: A Weekday-Based Approach....Pages 33-41
Adaptive Exploration Using Stochastic Neurons....Pages 42-49
Comparison of Long-Term Adaptivity for Neural Networks....Pages 50-57
Simplifying ConvNets for Fast Learning....Pages 58-65
A Modified Artificial Fish Swarm Algorithm for the Optimization of Extreme Learning Machines....Pages 66-73
Retracted: Robust Training of Feedforward Neural Networks Using Combined Online/Batch Quasi-Newton Techniques....Pages 74-83
Estimating a Causal Order among Groups of Variables in Linear Models....Pages 84-91
Training Restricted Boltzmann Machines with Multi-tempering: Harnessing Parallelization....Pages 92-99
A Computational Geometry Approach for Pareto-Optimal Selection of Neural Networks....Pages 100-107
Learning Parameters of Linear Models in Compressed Parameter Space....Pages 108-115
Control of a Free-Falling Cat by Policy-Based Reinforcement Learning....Pages 116-123
Gated Boltzmann Machine in Texture Modeling....Pages 124-131
Neural PCA and Maximum Likelihood Hebbian Learning on the GPU....Pages 132-139
Construction of Emerging Markets Exchange Traded Funds Using Multiobjective Particle Swarm Optimisation....Pages 140-147
The Influence of Supervised Clustering for RBFNN Centers Definition: A Comparative Study....Pages 148-155
Nested Sequential Minimal Optimization for Support Vector Machines....Pages 156-163
Random Subspace Method and Genetic Algorithm Applied to a LS-SVM Ensemble....Pages 164-171
Text Recognition in Videos Using a Recurrent Connectionist Approach....Pages 172-179
An Investigation of Ensemble Systems Applied to Encrypted and Cancellable Biometric Data....Pages 180-188
New Dynamic Classifiers Selection Approach for Handwritten Recognition....Pages 189-196
Vector Perceptron Learning Algorithm Using Linear Programming....Pages 197-204
A Robust Objective Function of Joint Approximate Diagonalization....Pages 205-212
TrueSkill-Based Pairwise Coupling for Multi-class Classification....Pages 213-220
Analogical Inferences in the Family Trees Task: A Review....Pages 221-228
An Efficient Way of Combining SVMs for Handwritten Digit Recognition....Pages 229-237
Comparative Evaluation of Regression Methods for 3D-2D Image Registration....Pages 238-245
A MDRNN-SVM Hybrid Model for Cursive Offline Handwriting Recognition....Pages 246-254
Extraction of Prototype-Based Threshold Rules Using Neural Training Procedure....Pages 255-262
Instance Selection with Neural Networks for Regression Problems....Pages 263-270
A New Distance for Probability Measures Based on the Estimation of Level Sets....Pages 271-278
Low Complexity Proto-Value Function Learning from Sensory Observations with Incremental Slow Feature Analysis....Pages 279-287
Improving Neural Networks Classification through Chaining....Pages 288-295
Feature Ranking Methods Used for Selection of Prototypes....Pages 296-304
A “Learning from Models” Cognitive Fault Diagnosis System....Pages 305-313
Improving ANNs Performance on Unbalanced Data with an AUC-Based Learning Algorithm....Pages 314-321
Learning Using Privileged Information in Prototype Based Models....Pages 322-329
A Sparse Support Vector Machine Classifier with Nonparametric Discriminants....Pages 330-338
Training Mahalanobis Kernels by Linear Programming....Pages 339-346
Correntropy-Based Document Clustering via Nonnegative Matrix Factorization....Pages 347-354
SOMM – Self-Organized Manifold Mapping....Pages 355-362
Self-Organizing Map and Tree Topology for Graph Summarization....Pages 363-370
Variable-Sized Kohonen Feature Map Probabilistic Associative Memory....Pages 371-378
Learning Deep Belief Networks from Non-stationary Streams....Pages 379-386
Separation and Unification of Individuality and Collectivity and Its Application to Explicit Class Structure in Self-Organizing Maps....Pages 387-394
Autoencoding Ground Motion Data for Visualisation....Pages 395-402
Examining an Evaluation Mechanism of Metaphor Generation with Experiments and Computational Model Simulation....Pages 403-410
Pairwise Clustering with t-PLSI....Pages 411-418
Selecting β -Divergence for Nonnegative Matrix Factorization by Score Matching....Pages 419-426
Neural Networks for Proof-Pattern Recognition....Pages 427-434
Using Weighted Clustering and Symbolic Data to Evaluate Institutes’s Scientific Production....Pages 435-442
Comparison of Input Data Compression Methods in Neural Network Solution of Inverse Problem in Laser Raman Spectroscopy of Natural Waters....Pages 443-450
New Approach for Clustering Relational Data Based on Relationship and Attribute Information....Pages 451-458
Comparative Study on Information Theoretic Clustering and Classical Clustering Algorithms....Pages 459-466
Text Mining for Wellbeing: Selecting Stories Using Semantic and Pragmatic Features....Pages 467-474
Hybrid Bilinear and Trilinear Models for Exploratory Analysis of Three-Way Poisson Counts....Pages 475-482
Estimating Quantities: Comparing Simple Heuristics and Machine Learning Algorithms....Pages 483-490
Rademacher Complexity and Structural Risk Minimization: An Application to Human Gene Expression Datasets....Pages 491-498
Using a Support Vector Machine and Sampling to Classify Compounds as Potential Transdermal Enhancers....Pages 499-506
The Application of Gaussian Processes in the Predictions of Permeability across Mammalian Membranes....Pages 507-514
Protein Structural Blocks Representation and Search through Unsupervised NN....Pages 515-522
Evolutionary Support Vector Machines for Time Series Forecasting....Pages 523-530
Learning Relevant Time Points for Time-Series Data in the Life Sciences....Pages 531-539
A Multivariate Approach to Estimate Complexity of FMRI Time Series....Pages 540-547
Neural Architectures for Global Solar Irradiation and Air Temperature Prediction....Pages 548-556
Sparse Linear Wind Farm Energy Forecast....Pages 557-564
Diffusion Maps and Local Models for Wind Power Prediction....Pages 565-572
A Hybrid Model for S&P500 Index Forecasting....Pages 573-581
Erratum: Robust Training of Feedforward Neural Networks Using Combined Online/Batch Quasi-Newton Techniques....Pages E1-E1
Back Matter....Pages -