Statistics in the big data era: Failures of the machine
Journal Article (Journal Article)
There is vast interest in automated methods for complex data analysis. However, there is a lack of consideration of (1) interpretability, (2) uncertainty quantification, (3) applications with limited training data, and (4) selection bias. Statistical methods can achieve (1)-(4) with a change in focus.
Full Text
Duke Authors
Cited Authors
- Dunson, DB
Published Date
- May 1, 2018
Published In
Volume / Issue
- 136 /
Start / End Page
- 4 - 9
International Standard Serial Number (ISSN)
- 0167-7152
Digital Object Identifier (DOI)
- 10.1016/j.spl.2018.02.028
Citation Source
- Scopus