Artificial Neural Networks and Machine Learning – ICANN 2012

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Complex-Valued Multilayer Perceptron Search Utilizing Eigen Vector Descent and Reducibility Mapping
3. Altmetric Badge
   Chapter 2 Theoretical Analysis of Function of Derivative Term in On-Line Gradient Descent Learning
4. Altmetric Badge
   Chapter 3 Some Comparisons of Networks with Radial and Kernel Units
5. Altmetric Badge
   Chapter 4 Multilayer Perceptron for Label Ranking
6. Altmetric Badge
   Chapter 5 Electricity Load Forecasting: A Weekday-Based Approach
7. Altmetric Badge
   Chapter 6 Adaptive Exploration Using Stochastic Neurons
8. Altmetric Badge
   Chapter 7 Comparison of Long-Term Adaptivity for Neural Networks
9. Altmetric Badge
   Chapter 8 Simplifying ConvNets for Fast Learning
10. Altmetric Badge
    Chapter 9 A Modified Artificial Fish Swarm Algorithm for the Optimization of Extreme Learning Machines
11. Altmetric Badge
    Chapter 10 Retracted: Robust Training of Feedforward Neural Networks Using Combined Online/Batch Quasi-Newton Techniques
12. Altmetric Badge
    Chapter 11 Estimating a Causal Order among Groups of Variables in Linear Models
13. Altmetric Badge
    Chapter 12 Training Restricted Boltzmann Machines with Multi-tempering: Harnessing Parallelization
14. Altmetric Badge
    Chapter 13 A Computational Geometry Approach for Pareto-Optimal Selection of Neural Networks
15. Altmetric Badge
    Chapter 14 Learning Parameters of Linear Models in Compressed Parameter Space
16. Altmetric Badge
    Chapter 15 Control of a Free-Falling Cat by Policy-Based Reinforcement Learning
17. Altmetric Badge
    Chapter 16 Gated Boltzmann Machine in Texture Modeling
18. Altmetric Badge
    Chapter 17 Neural PCA and Maximum Likelihood Hebbian Learning on the GPU
19. Altmetric Badge
    Chapter 18 Construction of Emerging Markets Exchange Traded Funds Using Multiobjective Particle Swarm Optimisation
20. Altmetric Badge
    Chapter 19 The Influence of Supervised Clustering for RBFNN Centers Definition: A Comparative Study
21. Altmetric Badge
    Chapter 20 Nested Sequential Minimal Optimization for Support Vector Machines
22. Altmetric Badge
    Chapter 21 Random Subspace Method and Genetic Algorithm Applied to a LS-SVM Ensemble
23. Altmetric Badge
    Chapter 22 Text Recognition in Videos Using a Recurrent Connectionist Approach
24. Altmetric Badge
    Chapter 23 An Investigation of Ensemble Systems Applied to Encrypted and Cancellable Biometric Data
25. Altmetric Badge
    Chapter 24 New Dynamic Classifiers Selection Approach for Handwritten Recognition
26. Altmetric Badge
    Chapter 25 Vector Perceptron Learning Algorithm Using Linear Programming
27. Altmetric Badge
    Chapter 26 A Robust Objective Function of Joint Approximate Diagonalization
28. Altmetric Badge
    Chapter 27 TrueSkill-Based Pairwise Coupling for Multi-class Classification
29. Altmetric Badge
    Chapter 28 Analogical Inferences in the Family Trees Task: A Review
30. Altmetric Badge
    Chapter 29 An Efficient Way of Combining SVMs for Handwritten Digit Recognition
31. Altmetric Badge
    Chapter 30 Comparative Evaluation of Regression Methods for 3D-2D Image Registration
32. Altmetric Badge
    Chapter 31 A MDRNN-SVM Hybrid Model for Cursive Offline Handwriting Recognition
33. Altmetric Badge
    Chapter 32 Extraction of Prototype-Based Threshold Rules Using Neural Training Procedure
34. Altmetric Badge
    Chapter 33 Instance Selection with Neural Networks for Regression Problems
35. Altmetric Badge
    Chapter 34 A New Distance for Probability Measures Based on the Estimation of Level Sets
36. Altmetric Badge
    Chapter 35 Low Complexity Proto-Value Function Learning from Sensory Observations with Incremental Slow Feature Analysis
37. Altmetric Badge
    Chapter 36 Improving Neural Networks Classification through Chaining
38. Altmetric Badge
    Chapter 37 Feature Ranking Methods Used for Selection of Prototypes
39. Altmetric Badge
    Chapter 38 A “Learning from Models” Cognitive Fault Diagnosis System
40. Altmetric Badge
    Chapter 39 Improving ANNs Performance on Unbalanced Data with an AUC-Based Learning Algorithm
41. Altmetric Badge
    Chapter 40 Learning Using Privileged Information in Prototype Based Models
42. Altmetric Badge
    Chapter 41 A Sparse Support Vector Machine Classifier with Nonparametric Discriminants
43. Altmetric Badge
    Chapter 42 Training Mahalanobis Kernels by Linear Programming
44. Altmetric Badge
    Chapter 43 Correntropy-Based Document Clustering via Nonnegative Matrix Factorization
45. Altmetric Badge
    Chapter 44 SOMM – Self-Organized Manifold Mapping
46. Altmetric Badge
    Chapter 45 Self-Organizing Map and Tree Topology for Graph Summarization
47. Altmetric Badge
    Chapter 46 Variable-Sized Kohonen Feature Map Probabilistic Associative Memory
48. Altmetric Badge
    Chapter 47 Learning Deep Belief Networks from Non-stationary Streams
49. Altmetric Badge
    Chapter 48 Separation and Unification of Individuality and Collectivity and Its Application to Explicit Class Structure in Self-Organizing Maps
50. Altmetric Badge
    Chapter 49 Autoencoding Ground Motion Data for Visualisation
51. Altmetric Badge
    Chapter 50 Examining an Evaluation Mechanism of Metaphor Generation with Experiments and Computational Model Simulation
52. Altmetric Badge
    Chapter 51 Pairwise Clustering with t-PLSI
53. Altmetric Badge
    Chapter 52 Selecting β -Divergence for Nonnegative Matrix Factorization by Score Matching
54. Altmetric Badge
    Chapter 53 Neural Networks for Proof-Pattern Recognition
55. Altmetric Badge
    Chapter 54 Using Weighted Clustering and Symbolic Data to Evaluate Institutes’s Scientific Production
56. Altmetric Badge
    Chapter 55 Comparison of Input Data Compression Methods in Neural Network Solution of Inverse Problem in Laser Raman Spectroscopy of Natural Waters
57. Altmetric Badge
    Chapter 56 New Approach for Clustering Relational Data Based on Relationship and Attribute Information
58. Altmetric Badge
    Chapter 57 Comparative Study on Information Theoretic Clustering and Classical Clustering Algorithms
59. Altmetric Badge
    Chapter 58 Text Mining for Wellbeing: Selecting Stories Using Semantic and Pragmatic Features
60. Altmetric Badge
    Chapter 59 Hybrid Bilinear and Trilinear Models for Exploratory Analysis of Three-Way Poisson Counts
61. Altmetric Badge
    Chapter 60 Estimating Quantities: Comparing Simple Heuristics and Machine Learning Algorithms
62. Altmetric Badge
    Chapter 61 Rademacher Complexity and Structural Risk Minimization: An Application to Human Gene Expression Datasets
63. Altmetric Badge
    Chapter 62 Using a Support Vector Machine and Sampling to Classify Compounds as Potential Transdermal Enhancers
64. Altmetric Badge
    Chapter 63 The Application of Gaussian Processes in the Predictions of Permeability across Mammalian Membranes
65. Altmetric Badge
    Chapter 64 Protein Structural Blocks Representation and Search through Unsupervised NN
66. Altmetric Badge
    Chapter 65 Evolutionary Support Vector Machines for Time Series Forecasting
67. Altmetric Badge
    Chapter 66 Learning Relevant Time Points for Time-Series Data in the Life Sciences
68. Altmetric Badge
    Chapter 67 A Multivariate Approach to Estimate Complexity of FMRI Time Series
69. Altmetric Badge
    Chapter 68 Neural Architectures for Global Solar Irradiation and Air Temperature Prediction
70. Altmetric Badge
    Chapter 69 Sparse Linear Wind Farm Energy Forecast
71. Altmetric Badge
    Chapter 70 Diffusion Maps and Local Models for Wind Power Prediction
72. Altmetric Badge
    Chapter 71 A Hybrid Model for S&P500 Index Forecasting
73. Altmetric Badge
    Chapter 72 Erratum: Robust Training of Feedforward Neural Networks Using Combined Online/Batch Quasi-Newton Techniques