Active Subspaces
Emerging Ideas for Dimension Reduction in Parameter Studies
$142.48
- Paperback
109 pages
- Release Date
30 March 2015
Summary
Scientists and engineers use computer simulations to study relationships between a model’s input parameters and its outputs. However, thorough parameter studies are challenging, if not impossible, when the simulation is expensive and the model has several inputs. To enable studies in these instances, the engineer may attempt to reduce the dimension of the model’s input parameter space. Active subspaces are an emerging set of dimension reduction tools that identify important directions in the …
Book Details
| ISBN-13: | 9781611973853 |
|---|---|
| ISBN-10: | 1611973856 |
| Author: | Paul G. Constantine |
| Publisher: | Society for Industrial & Applied Mathematics,U.S. |
| Imprint: | Society for Industrial & Applied Mathematics,U.S. |
| Format: | Paperback |
| Number of Pages: | 109 |
| Release Date: | 30 March 2015 |
| Weight: | 225g |
| Dimensions: | 229mm x 152mm |
| Series: | SIAM Spotlights |
About The Author
Paul G. Constantine
Paul G. Constantine is the Ben L. Fryrear Assistant Professor of Applied Mathematics and Statistics at Colorado School of Mines. He received his PhD from Stanford’s Institute for Computational and Mathematical Engineering and spent two years as the von Neumann Fellow at the Sandia National Laboratories’ Computer Science Research Institute. His research interests include uncertainty quantification and dimension reduction for large-scale computer simulations.
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