Determining risk model confidence sets

被引:2
|
作者
Cummins, Mark [1 ]
Dowling, Michael [2 ]
Esposito, Francesco [1 ]
机构
[1] Dublin City Univ, DCU Business Sch, Dublin, Ireland
[2] Rennes Sch Business, Rennes, France
关键词
Model confidence set; Model selection; Market risk models;
D O I
10.1016/j.frl.2017.02.005
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Two alternative approaches to identifying a model confidence set (MCS) are contrasted. Together with a specification of the established MCS test, we present a new version of a test that identifies a model set satisfying the MCS requirements and is characterised by an alternative model ranking p-value. We also contrast the two MCS approaches empirically, constructing a market risk model selection exercise for the Dow Jones Industrial Average. Our adapted MCS method is shown to lead to a smaller MCS, nested within the MCS determined by the popular MCS method, and allows greater distinction between models. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:169 / 174
页数:6
相关论文
共 50 条
  • [31] Confidence Sets for Statistical Classification
    Liu, Wei
    Bretz, Frank
    Srimaneekarn, Natchalee
    Peng, Jianan
    Hayter, Anthony J.
    STATS, 2019, 2 (03): : 332 - 346
  • [32] Modulation of estimators and confidence sets
    Beran, R
    Dümbgen, L
    ANNALS OF STATISTICS, 1998, 26 (05): : 1826 - 1856
  • [33] Calibrated nonparametric confidence sets
    Roy, T
    JOURNAL OF MATHEMATICAL CHEMISTRY, 1997, 21 (01) : 103 - 109
  • [34] CONFIDENCE SETS IN SPARSE REGRESSION
    Nickl, Richard
    van de Geer, Sara
    ANNALS OF STATISTICS, 2013, 41 (06): : 2852 - 2876
  • [35] CONFIDENCE SETS FOR A MULTIVARIATE DISTRIBUTION
    BERAN, R
    MILLAR, PW
    ANNALS OF STATISTICS, 1986, 14 (02): : 431 - 443
  • [36] Confidence Sets for Phylogenetic Trees
    Willis, Amy
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2019, 114 (525) : 235 - 244
  • [37] A NOTE ON SEQUENTIAL CONFIDENCE SETS
    STEIN, C
    ANNALS OF MATHEMATICAL STATISTICS, 1947, 18 (03): : 455 - 456
  • [38] BALANCED SIMULTANEOUS CONFIDENCE SETS
    BERAN, R
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1988, 83 (403) : 679 - 686
  • [39] CONFIDENCE SETS FOR MULTIVARIATE MEDIANS
    HOEL, PG
    SCHEUER, EM
    ANNALS OF MATHEMATICAL STATISTICS, 1961, 32 : 477 - &
  • [40] CONFIDENCE SETS FOR MULTIVARIATE MEDIANS
    HOEL, PG
    SCHEUER, EM
    ANNALS OF MATHEMATICAL STATISTICS, 1961, 32 (02): : 477 - 484