Copulas, uncertainty, and false discovery rate control

被引:2
|
作者
Cerquet, Roy [1 ]
Lupi, Claudio [2 ]
机构
[1] Univ Macerata, Dept Econ & Law, Via Crescimbeni 20, I-62100 Macerata, Italy
[2] Univ Molise, Dept Econ, Via F De Sanctis, I-86100 Campobasso, Italy
关键词
Copulas; Uncertainty; Dependent test statistics; Multivariate total positivity of order 2; False discovery rate; Multiple testing; DEPENDENT TEST STATISTICS; POSITIVE DEPENDENCE; BIVARIATE COPULAS; SAMPLE SELECTION; QUASI-COPULAS; ERROR RATE; DISTRIBUTIONS; FAMILY; MODEL; CONSTRUCTION;
D O I
10.1016/j.ijar.2018.06.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The false discovery rate (FDR) is a powerful approach to multiple testing. However, dependence among test statistics is critical for FDR control. The way in which this dependence structure is described represents the most prominent source of uncertainty of this statistical theme. Copulas play a relevant role among the techniques used to deal with uncertainty and dependence. This paper contributes to fill an existing gap in the scientific debate by exploring the connections between the literature on FDR and that on copulas. In particular, we aim at attracting the interest of the scientific community on this topic by identifying suitable classes of nonstandard copulas which ensure that FDR control can be attained for dependent test statistics. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:105 / 114
页数:10
相关论文
共 50 条
  • [1] ONLINE RULES FOR CONTROL OF FALSE DISCOVERY RATE AND FALSE DISCOVERY EXCEEDANCE
    Javanmard, Adel
    Montanari, Andrea
    ANNALS OF STATISTICS, 2018, 46 (02): : 526 - 554
  • [2] False Discovery Rate Control With Groups
    Hu, James X.
    Zhao, Hongyu
    Zhou, Harrison H.
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2010, 105 (491) : 1215 - 1227
  • [3] Distributed False Discovery Rate Control with Quantization
    Xiang, Yu
    2019 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2019, : 246 - 249
  • [4] Optimal weighting for false discovery rate control
    Roquain, Etienne
    van de Wiel, Mark A.
    ELECTRONIC JOURNAL OF STATISTICS, 2009, 3 : 678 - 711
  • [5] Uncertainty Assessment and False Discovery Rate Control in High-Dimensional Granger Causal Inference
    Chaudhry, Aditya
    Xu, Pan
    Gu, Quanquan
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 70, 2017, 70
  • [6] Contextual Online False Discovery Rate Control
    Chen, Shiyun
    Kasiviswanathan, Shiva Prasad
    INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 108, 2020, 108 : 952 - 960
  • [7] The application conditions of false discovery rate control
    Zhang, Hongbin
    Le, Xin
    Xiang, Tingxiu
    GENES & DISEASES, 2023, 10 (04) : 1145 - 1146
  • [8] Symmetric directional false discovery rate control
    Holte, Sarah E.
    Lee, Eva K.
    Mei, Yajun
    STATISTICAL METHODOLOGY, 2016, 33 : 71 - 82
  • [9] MOTION DETECTION WITH FALSE DISCOVERY RATE CONTROL
    McHugh, J. Mike
    Konrad, Janusz
    Saligrama, Venkatesh
    Jodoin, Pierre-Marc
    Castanon, David
    2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 873 - 876
  • [10] Multiple Attribute Control Charts with False Discovery Rate Control
    Li, Yanting
    Tsung, Fugee
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2012, 28 (08) : 857 - 871