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The role of statistics in data-centric engineering
| File | Description | Size | Format | |
|---|---|---|---|---|
 17_SPL.pdf | Accepted version | 8.54 MB | Adobe PDF | View/Open |
| Title: | The role of statistics in data-centric engineering |
| Authors: | Lau, D Adams, N Girolami, M Butler, L Elshafie, M |
| Item Type: | Journal Article |
| Abstract: | We explore the role of statistics for Big Data analysis arising from the emerging eld of Data-Centric Engineering. Using examples related to sensor-instrumented bridges, we highlight a number of issues and challenges. These are broadly cate- gorised as relating to uncertainty, latent-structure modelling, and the synthesis of statistical models and abstract physical models. Keywords: Big Data, Data-Centric Engineering, Digital Twin, Fibre-optic sensor, Instrumented infrastructure, Statistics |
| Issue Date: | 1-May-2018 |
| Date of Acceptance: | 10-Feb-2018 |
| URI: | http://hdl.handle.net/10044/1/57244 |
| DOI: | https://dx.doi.org/10.1016/j.spl.2018.02.035 |
| ISSN: | 0167-7152 |
| Publisher: | Elsevier |
| Start Page: | 58 |
| End Page: | 62 |
| Journal / Book Title: | Statistics and Probability Letters |
| Volume: | 136 |
| Copyright Statement: | © 2018 Elsevier B.V. All rights reserved. This manuscript is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
| Keywords: | 0102 Applied Mathematics 0104 Statistics 1403 Econometrics Statistics & Probability |
| Publication Status: | Published |
| Online Publication Date: | 2018-02-26 |
| Appears in Collections: | Mathematics Statistics Faculty of Natural Sciences |