Statistics in the big data era: Failures of the machine
Publication
, Journal Article
Dunson, DB
Published in: Statistics and Probability Letters
May 1, 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.
Duke Scholars
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Published In
Statistics and Probability Letters
DOI
ISSN
0167-7152
Publication Date
May 1, 2018
Volume
136
Start / End Page
4 / 9
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 3802 Econometrics
- 1403 Econometrics
- 0104 Statistics
- 0102 Applied Mathematics
Citation
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Dunson, D. B. (2018). Statistics in the big data era: Failures of the machine. Statistics and Probability Letters, 136, 4–9. https://doi.org/10.1016/j.spl.2018.02.028
Dunson, D. B. “Statistics in the big data era: Failures of the machine.” Statistics and Probability Letters 136 (May 1, 2018): 4–9. https://doi.org/10.1016/j.spl.2018.02.028.
Dunson DB. Statistics in the big data era: Failures of the machine. Statistics and Probability Letters. 2018 May 1;136:4–9.
Dunson, D. B. “Statistics in the big data era: Failures of the machine.” Statistics and Probability Letters, vol. 136, May 2018, pp. 4–9. Scopus, doi:10.1016/j.spl.2018.02.028.
Dunson DB. Statistics in the big data era: Failures of the machine. Statistics and Probability Letters. 2018 May 1;136:4–9.
Published In
Statistics and Probability Letters
DOI
ISSN
0167-7152
Publication Date
May 1, 2018
Volume
136
Start / End Page
4 / 9
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 3802 Econometrics
- 1403 Econometrics
- 0104 Statistics
- 0102 Applied Mathematics