• Complex
  • Title
  • Author
  • Keyword
  • Abstract
  • Scholars
Search

Author:

Gao, Yongxin (Gao, Yongxin.) | Song, Enbin (Song, Enbin.) | Li, X. Rong (Li, X. Rong.)

Indexed by:

EI

Abstract:

This paper studies the problem of simultaneous deciding on hypotheses and estimating a random parameter. We propose a joint decision and estimation (JDE) formulation, which amounts to minimizing a risk related to both decision and estimation while decision performance is also constrained within a tolerable level. The risk used in this paper is a weighted sum of estimation costs conditioned on correct decisions times the correct decision probabilities. Such a risk allows us to focus on the joint (decision and estimation) performance pertinent to correct decisions only. The JDE solution includes handling two subproblems - estimation and decision. For the estimation subproblem, we derive the optimal Bayes estimator. For the decision subproblem, we provide the optimal solution via a numerical algorithm of a two-dimensional search. To reduce the complexity, we also provide a suboptimal solution when the decision rule is confined to the likelihood ratio tests. The suboptimal solution is implemented with a one-dimensional search in a finite range. Numerical results are provided to validate our methods. © 2016 ISIF.

Keyword:

Bayes estimator decision Estimation and decisions Hypothesis testing Joint decisions Likelihood ratio tests One-dimensional search Two-dimensional search

Author Community:

  • [ 1 ] [Gao, Yongxin]Center for Information, Engineering Science Research (CIESR), Xi'An Jiaotong University, Xi'an, Shaanxi; 710049, China
  • [ 2 ] [Song, Enbin]Department of Mathematics, Sichuan University, Chengdu; 610064, China
  • [ 3 ] [Li, X. Rong]Department of Electrical Engineering, University of New Orleans, New Orleans; LA; 70148, United States

Reprint Author's Address:

Email:

Show more details

Related Keywords:

Related Article:

Source :

FUSION 2016 - 19th International Conference on Information Fusion, Proceedings

ISSN: 9780996452748

Year: 2016

Publish Date: August 1, 2016

Page: 1284-1291

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

FAQ| About| Online/Total:134/168356437
Address:XI'AN JIAOTONG UNIVERSITY LIBRARY(No.28, Xianning West Road, Xi'an, Shaanxi Post Code:710049) Contact Us:029-82667865
Copyright:XI'AN JIAOTONG UNIVERSITY LIBRARY Technical Support:Beijing Aegean Software Co., Ltd.