Publications [#333225] of David B. Dunson
search arxiv.org.Papers Published
- Dunson, DB. "Statistics in the big data era: Failures of the machine." Statistics and Probability Letters 136 (May, 2018): 4-9. [doi]
(last updated on 2026/01/18)Abstract:
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.