Statistics in the big data era: Failures of the machine
Statistics in the big data era: Failures of the machine
复制标题
DOI：
10.1016/j.spl.2018.02.028
复制
发表时间：
2018-05-01
影响因子：
0.8
通讯作者：
Dunson, David B.
中科院分区：
文献类型：
--
作者：
Dunson, David B.
人们对复杂数据分析的自动化方法非常感兴趣。然而，缺乏对（1）可解释性，（2）不确定性量化，（3）有限训练数据的应用，以及（4）选择偏差的考虑。统计方法可以实现（1）-（4）的重点变化。(C)2018由Elsevier B. V.出版
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. (C) 2018 Published by Elsevier B.V.