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PSL 2011: Ulm, Germany
- Friedhelm Schwenker, Edmondo Trentin:
Partially Supervised Learning - First IAPR TC3 Workshop, PSL 2011, Ulm, Germany, September 15-16, 2011, Revised Selected Papers. Lecture Notes in Computer Science 7081, Springer 2012, ISBN 978-3-642-28257-7
Invited Talks
- Zhi-Hua Zhou:
Unlabeled Data and Multiple Views. 1-7 - Catrin O. Plumpton:
Online Semi-supervised Ensemble Updates for fMRI Data. 8-18 - José Esparza, Stefan Scherer, Friedhelm Schwenker:
Studying Self- and Active-Training Methods for Multi-feature Set Emotion Recognition. 19-31
Algorithms
- Marco Loog:
Semi-supervised Linear Discriminant Analysis Using Moment Constraints. 32-41 - Kazuki Yoshiyama, Akito Sakurai:
Manifold-Regularized Minimax Probability Machine. 42-51 - Ilaria Castelli, Edmondo Trentin:
Supervised and Unsupervised Co-training of Adaptive Activation Functions in Neural Nets. 52-61 - Ilaria Castelli, Edmondo Trentin:
Semi-unsupervised Weighted Maximum-Likelihood Estimation of Joint Densities for the Co-training of Adaptive Activation Functions. 62-71 - Stefan Faußer, Friedhelm Schwenker:
Semi-Supervised Kernel Clustering with Sample-to-Cluster Weights. 72-81 - Simón C. Smith, J. Michael Herrmann:
Homeokinetic Reinforcement Learning. 82-91 - Yann Soullard, Thierry Artières:
Iterative Refinement of HMM and HCRF for Sequence Classification. 92-95
Applications
- Ludwig Lausser, Florian Schmid, Hans A. Kestler:
On the Utility of Partially Labeled Data for Classification of Microarray Data. 96-109 - Andreas C. Müller, Sven Behnke:
Multi-instance Methods for Partially Supervised Image Segmentation. 110-119 - Matthias Hillebrand, Christian Wöhler, Ulrich Kreßel, Franz Kummert:
Semi-supervised Training Set Adaption to Unknown Countries for Traffic Sign Classifiers. 120-127 - Edmondo Trentin, Luca Lusnig, Fabio Cavalli:
Comparison of Combined Probabilistic Connectionist Models in a Forensic Application. 128-137 - Martin Schels, Markus Kächele, David Hrabal, Steffen Walter, Harald C. Traue, Friedhelm Schwenker:
Classification of Emotional States in a Woz Scenario Exploiting Labeled and Unlabeled Bio-physiological Data. 138-147 - Cameron Cooper, Robert Kilmer:
Using Self Organizing Maps to Find Good Comparison Universities. 148-153 - Doru Anastasiu Popescu:
Sink Web Pages in Web Application. 154-158
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