- Library Home /
- Search Collections /
- Open Collections /
- Browse Collections /
- International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP) (12th : 2015) /
- Low-rank tensor approximations for reliability analysis
Open Collections
International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP) (12th : 2015)
Low-rank tensor approximations for reliability analysis Konakli, Katerina; Sudret, Bruno
Abstract
Low-rank tensor approximations have recently emerged as a promising tool for efficiently building surrogates of computational models with high-dimensional input. In this paper, we shed light on issues related to their construction with greedy approaches and demonstrate that meta-models built with small experimental designs can be used to estimate tail probabilities with high accuracy.
Item Metadata
| Title |
Low-rank tensor approximations for reliability analysis
|
| Creator | |
| Contributor | |
| Date Issued |
2015-07
|
| Description |
Low-rank tensor approximations have recently emerged as a promising tool for efficiently
building surrogates of computational models with high-dimensional input. In this paper, we shed light on
issues related to their construction with greedy approaches and demonstrate that meta-models built with
small experimental designs can be used to estimate tail probabilities with high accuracy.
|
| Genre | |
| Type | |
| Language |
eng
|
| Notes |
This collection contains the proceedings of ICASP12, the 12th International Conference on Applications of Statistics and Probability in Civil Engineering held in Vancouver, Canada on July 12-15, 2015. Abstracts were peer-reviewed and authors of accepted abstracts were invited to submit full papers. Also full papers were peer reviewed. The editor for this collection is Professor Terje Haukaas, Department of Civil Engineering, UBC Vancouver.
|
| Date Available |
2015-05-15
|
| Provider |
Vancouver : University of British Columbia Library
|
| Rights |
Attribution-NonCommercial-NoDerivs 2.5 Canada
|
| DOI |
10.14288/1.0076054
|
| URI | |
| Affiliation | |
| Citation |
Haukaas, T. (Ed.) (2015). Proceedings of the 12th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP12), Vancouver, Canada, July 12-15.
|
| Peer Review Status |
Unreviewed
|
| Scholarly Level |
Faculty; Researcher
|
| Rights URI | |
| Aggregated Source Repository |
DSpace
|
Item Media
Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivs 2.5 Canada