Extreme lower previsions

被引:4
作者
De Bock, Jasper [1 ]
De Cooman, Gert [1 ]
机构
[1] Univ Ghent, SYST Res Grp, B-9052 Zwijnaarde, Belgium
关键词
Extreme lower prevision; Fully imprecise lower prevision; Minkowski decomposition; Credal set; Extreme point; Finitely generated; DECOMPOSABILITY; DECOMPOSITION;
D O I
10.1016/j.jmaa.2014.07.067
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Coherent lower previsions constitute a convex set that is closed and compact under the topology of point-wise convergence, and Maass [13] has shown that any coherent lower prevision can be written as a 'countably additive convex combination' of the extreme points of this set. We show that when the possibility space has a finite number n of elements, these extreme points are either degenerate precise probabilities, or fully imprecise and in a one-to-one correspondence with Minkowski indecomposable non-empty convex compact subsets of Rn-1. By exploiting this connection, we are able to prove that for n = 3, fully imprecise extreme lower previsions are lower envelopes of at most three linear previsions. For n >= 4, 'most' fully imprecise lower previsions are extreme. Finally, we show that in our context, Maass's result can be strengthened as follows: any coherent lower prevision can be written as, or approximated arbitrarily closely by, a finite convex combination of finitely generated extreme lower previsions. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:1042 / 1080
页数:39
相关论文
共 37 条
[1]  
[Anonymous], THESIS U WISCONSIN M
[2]  
[Anonymous], 2003, Convex Polytopes
[3]  
[Anonymous], THESIS U BREMEN
[4]  
[Anonymous], 2011, Robust Statistics, DOI DOI 10.1002/9780471725254
[5]  
[Anonymous], P 26 C UNC ART INT
[6]  
[Anonymous], THESIS U WASHINGTON
[7]  
[Anonymous], P 13 C UNC ART INT
[8]  
[Anonymous], 1952, Inequalities
[9]  
[Anonymous], P 3 INT S IMPR PROB
[10]  
[Anonymous], 1990, Elementary Topology