Uncertainty-Aware Exploration of Continuous Parameter Spaces Using Multivariate Prediction

@article{Berger2011UncertaintyAwareEO,
  title={Uncertainty-Aware Exploration of Continuous Parameter Spaces Using Multivariate Prediction},
  author={Wolfgang Berger and Harald Piringer and Peter Filzmoser and Eduard Gr{\"o}ller},
  journal={Comput. Graph. Forum},
  year={2011},
  volume={30},
  pages={911-920}
}
Systems projecting a continuous n-dimensional parameter space to a continuous m-dimensional target space play an important role in science and engineering. If evaluating the system is expensive, however, an analysis is often limited to a small number of sample points. The main contribution of this paper is an interactive approach to enable a continuous analysis of a sampled parameter space with respect to multiple target values. We employ methods from statistical learning to predict results in… CONTINUE READING

From This Paper

Topics from this paper.

Citations

Publications citing this paper.
Showing 1-10 of 82 extracted citations

Visualization System Requirements for Data Processing Pipeline Design and Optimization

IEEE Transactions on Visualization and Computer Graphics • 2017
View 7 Excerpts
Highly Influenced

In Situ Prediction Driven Feature Analysis in Jet Engine Simulations

2018 IEEE Pacific Visualization Symposium (PacificVis) • 2018
View 1 Excerpt

References

Publications referenced by this paper.
Showing 1-10 of 35 references

Flow-based scatterplots for sensitivity analysis

2010 IEEE Symposium on Visual Analytics Science and Technology • 2010

Interactive visual analysis of multiobjective optimizations

2010 IEEE Symposium on Visual Analytics Science and Technology • 2010

Continuous Parallel Coordinates

IEEE Transactions on Visualization and Computer Graphics • 2009

Model space visualization for multivariate linear trend discovery

2009 IEEE Symposium on Visual Analytics Science and Technology • 2009

Similar Papers

Loading similar papers…