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作者:

Denceux, Thierry (Denceux, Thierry.) | Li, Shoumei (Li, Shoumei.) (学者:李寿梅)

收录:

Scopus SCIE

摘要:

Starting with Dempster's seminal work, several approaches to statistical inference based on belief functions have been proposed. Some of these approaches can be seen as implementing some form of prior-free Bayesian inference, while some others put the emphasis on long-run frequency properties and are more related to classical frequentist methods. This paper focusses on the latter class of techniques, which have been developed independently and had not been put in perspective until now. Existing definitions for frequency-calibrated belief functions as well as corresponding construction methods are reviewed, and some new notions and techniques are introduced. The connections with other frequentist notions such as confidence distributions and confidence curves are also explored. The different construction techniques are illustrated on simple inference problems, with a focus on interpretation and implementation issues. (C) 2017 Elsevier Inc. All rights reserved.

关键词:

Evidence theory Statistical inference Prediction Dempster-Shafer theory Estimation

作者机构:

  • [ 1 ] [Denceux, Thierry]Beijing Univ Technol, Coll Appl Sci, Dept Stat, Beijing, Peoples R China
  • [ 2 ] [Li, Shoumei]Beijing Univ Technol, Coll Appl Sci, Dept Stat, Beijing, Peoples R China
  • [ 3 ] [Denceux, Thierry]Univ Technol Compiegne, Sorbonne Univ, CNRS UMR Heudiasyc 7253, Compiegne, France

通讯作者信息:

  • [Denceux, Thierry]Univ Technol Compiegne, Sorbonne Univ, CNRS UMR Heudiasyc 7253, Compiegne, France

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来源 :

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

ISSN: 0888-613X

年份: 2018

卷: 92

页码: 232-254

3 . 9 0 0

JCR@2022

ESI学科: COMPUTER SCIENCE;

ESI高被引阀值:161

JCR分区:3

被引次数:

WoS核心集被引频次: 23

SCOPUS被引频次: 24

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 3

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