Gisbrecht, Andrej: Advances in dissimilarity-based data visualisation. 2015
Inhalt
- Introduction
- Overview on nonlinear dimensionality reduction techniques
- Relevance learning in generative topographic mapping
- Relational generative topographic mapping
- Efficient processing of proximity data
- Related work
- Transformation techniques for (dis-)similarities
- Nyström approximation
- Transformations of (dis-)similarities with linear costs
- Experiments
- Summary
- Parametric nonlinear dimensionality reduction using kernel t-SNE
- Related work
- Dimensionality reduction
- Kernel t-SNE
- Discriminative dimensionality reduction
- Evaluation measures
- Experiments
- Summary
- Conclusions
- Bibliography