Evaluating uncertainty with Vertical Barrier Models

被引:3
|
作者
Miranda, Enrique [1 ]
Pelessoni, Renato [2 ]
Vicig, Paolo [2 ]
机构
[1] Univ Oviedo, Dep Stat & Operat Res, Oviedo, Spain
[2] Univ Trieste, DEAMS, Trieste, Italy
关键词
Vertical Barrier Models; Distortion models; Neighbourhood models; 2-monotonicity; Belief functions; Maxitive measures; PROBABILITIES; AGGREGATION;
D O I
10.1016/j.ijar.2024.109132
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Vertical Barrier Models (VBM) are a family of imprecise probability models that generalise a number of well known distortion/neighbourhood models (such as the Pari-Mutuel Model, the Linear-Vacuous Model, and others) while still being relatively simple. Several of their properties were established in previous works; in this paper we explore, in a finite framework, further facets of these models: their interpretation as neighbourhood models, the structure of their credal set in terms of maximum number of its extreme points, the result of merging operations with VBMs, the properties of their mass function, the conditions for VBMs to be belief functions or maxitive measures and the approximation of other models by VBMs.
引用
收藏
页数:27
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