Neighbor Embedding by Soft Kendall Correlation (English)

In: EuroVis - Short Papers   ;  2013

How to get this document?

Download
Commercial Copyright fee: €14.50 Basic fee: €4.00 Total price: €18.50
Academic Copyright fee: €4.50 Basic fee: €2.00 Total price: €6.50

Correlation-based embedding of complex data relationships in a Euclidean space is studied. The proposed soft formulation of Kendall correlation allows for gradient-based optimization of scatter point neighborhood relationships for reconstructing original data neighbors. The approach is able to handle asymmetric data relations provided in the form of a general scoring matrix. Scale and shift invariance properties of correlation help circumventing typical embedding distortion artefacts in dimension reduction and data embedding scenarios.

Table of contents conference proceedings

The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.

B:3D - Visualize Land-use Plans Interactively
Langbein, Max / Scheler, Inga / Ebert, Achim / Hagen, Hans | 2013
3D Strokes on Visible Structures in Direct Volume Rendering
Wiebel, Alexander / Preis, Philipp / Vos, Frans M. / Hege, Hans-Christian | 2013
HumMod Browser: An Exploratory Visualization Tool for Model Validation of Whole-Body Physiology Simulation
Chen, Jian / Wu, Keqin / Pruett, William A. / Hester, Robert L. | 2013
Total Euler Characteristic as a Noise Measure to aid Transfer Function Design
Wiemker, Rafael | 2013
Neighbor Embedding by Soft Kendall Correlation
Strickert, Marc / Hüllermeier, Eyke | 2013
Visits: A Spatiotemporal Visualization of Location Histories
Thudt, Alice / Baur, Dominikus / Carpendale, Sheelagh | 2013
Local Data Models for Probabilistic Transfer Function Design
Obermaier, Harald / Joy, Kenneth I. | 2013
A Novel Radial Visualization Approach for Undirected Hypergraphs
Kerren, Andreas / Jusufi, Ilir | 2013
Toward Wall Function Consistent Interpolation of Flow Fields
Üffinger, Markus / Sadlo, Filip / Munz, Claus-Dieter / Ertl, Thomas | 2013
PointAO - Improved Ambient Occlusion for Point-based Visualization
Eichelbaum, Sebastian / Scheuermann, Gerik / Hlawitschka, Mario | 2013
Illustrative Rendering of Vortex Cores
Shafii, Sohail / Obermaier, Harald / Kolá?, Václav / Hlawitschka, Mario / Garth, Christoph / Hamann, Bernd / Joy, Kenneth I. | 2013
Information Retrieval Perspective to Interactive Data Visualization
Peltonen, Jaakko / Sandholm, Max / Kaski, Samuel | 2013
Extraction of Robust Voids and Pockets in Proteins
Sridharamurthy, Raghavendra / Doraiswamy, Harish / Patel, Siddharth / Varadarajan, Raghavan / Natarajan, Vijay | 2013
Automatic Geometric Calibration of Projector-based Light Field Displays
Agus, Marco / Gobbetti, Enrico / Jaspe, Alberto / Pintore, Giovanni / Pintus, Ruggero | 2013
Trajectory Density Projection for Vector Field Visualization
Kuhn, Alexander / Lindow, Norbert / Günther, Tobias / Wiebel, Alexander / Theisel, Holger / Hege, Hans-Christian | 2013
Visualizing Contour Distributions in 2D Ensemble Data
Pfaffelmoser, Tobias / Westermann, Rüdiger | 2013
A Survey of Visualization Construction User Interfaces
Grammel, Lars / Bennett, Chris / Tory, Melanie / Storey, Margaret-Anne | 2013
MLMD: Multi-Layered Visualization for Multi-Dimensional Data
Yu, Bowen / Liu, Richen / Yuan, Xiaoru | 2013