Statistics in the big data era: Failures of the machine

Published

Journal Article

© 2018 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