Unsupervised Learning |
Simple and Effective Connectionist Nonparametric Estimation of Probability Density Functions / Edmondo Trentin |
Comparison Between Two Spatio-Temporal Organization Maps for Speech Recognition / Zouhour Neji Ben Salem ; Laurent Bougrain ; Frederic Alexandre |
Adaptive Feedback Inhibition Improves Pattern Discrimination Learning / Frank Michler ; Thomas Wachtler ; Reinhard Eckhorn |
Semi-supervised Learning |
Supervised Batch Neural Gas / Barbara Hammer ; Alexander Hasenfuss ; Frank-Michael Schleif ; Thomas Villmann |
Fuzzy Labeled Self-Organizing Map with Label-Adjusted Prototypes / Udo Seiffert ; Cornelia Bruss ; Tina Geweniger |
On the Effects of Constraints in Semi-supervised Hierarchical Clustering / Hans A. Kestler ; Johann M. Kraus ; Gunther Palm ; Friedhelm Schwenker |
A Study of the Robustness of KNN Classifiers Trained Using Soft Labels / Neamat El Gayar |
Supervised Learning |
An Experimental Study on Training Radial Basis Functions by Gradient Descent / Joaquin Torres-Sospedra ; Carlos Hernandez-Espinosa ; Mercedes Fernandez-Redondo |
A Local Tangent Space Alignment Based Transductive Classification Algorithm / Jianwei Yin ; Xiaoming Liu ; Zhilin Feng ; Jinxiang Dong |
Incremental Manifold Learning Via Tangent Space Alignment |
A Convolutional Neural Network Tolerant of Synaptic Faults for Low-Power Analog Hardware / Johannes Fieres ; Karlheinz Meier ; Johannes Schemmel |
Ammonium Estimation in a Biological Wastewater Plant Using Feedforward Neural Networks / Hilario Lopez Garcia ; Ivan Machon Gonzalez |
Support Vector Learning |
Support Vector Regression Using Mahalanobis Kernels / Yuya Kamada ; Shigeo Abe |
Incremental Training of Support Vector Machines Using Truncated Hypercones / Shinya Katagiri |
Fast Training of Linear Programming Support Vector Machines Using Decomposition Techniques / Yusuke Torii |
Multiple Classifier Systems |
Multiple Classifier Systems for Embedded String Patterns / Barbara Spillmann ; Michel Neuhaus ; Horst Bunke |
Multiple Neural Networks for Facial Feature Localization in Orientation-Free Face Images / Lionel Prevost ; Rachid Belaroussi ; Maurice Milgram |
Hierarchical Neural Networks Utilising Dempster-Shafer Evidence Theory / Rebecca Fay ; Christian Thiel |
Combining MF Networks: A Comparison Among Statistical Methods and Stacked Generalization |
Visual Object Recognition |
Object Detection and Feature Base Learning with Sparse Convolutional Neural Networks / Alexander R.T. Gepperth |
Visual Classification of Images by Learning Geometric Appearances Through Boosting / Martin Antenreiter ; Christian Savu-Krohn ; Peter Auer |
An Eye Detection System Based on Neural Autoassociators / Monica Bianchini ; Lorenzo Sarti |
Orientation Histograms for Face Recognition / Andreas Sachs |
Data Mining in Bioinformatics |
An Empirical Comparison of Feature Reduction Methods in the Context of Microarray Data Classification / Christoph Mussel |
Unsupervised Feature Selection for Biomarker Identification in Chromatography and Gene Expression Data / Marc Strickert ; Nese Sreenivasulu ; Silke Peterek ; Winfriede Weschke ; Hans-Peter Mock |
Learning and Feature Selection Using the Set Covering Machine with Data-Dependent Rays on Gene Expression Profiles / Wolfgang Lindner ; Andre Muller |
Author Index |
Unsupervised Learning |
Simple and Effective Connectionist Nonparametric Estimation of Probability Density Functions / Edmondo Trentin |
Comparison Between Two Spatio-Temporal Organization Maps for Speech Recognition / Zouhour Neji Ben Salem ; Laurent Bougrain ; Frederic Alexandre |
Adaptive Feedback Inhibition Improves Pattern Discrimination Learning / Frank Michler ; Thomas Wachtler ; Reinhard Eckhorn |
Semi-supervised Learning |
Supervised Batch Neural Gas / Barbara Hammer ; Alexander Hasenfuss ; Frank-Michael Schleif ; Thomas Villmann |