东华大学学报(自然科学版)2024,Vol.50Issue(5) :181-186.DOI:10.19886/j.cnki.dhdz.2023.0355

Copula模型的A-最优设计

A-optimal design of Copula model

孟玉莹 刘欣
东华大学学报(自然科学版)2024,Vol.50Issue(5) :181-186.DOI:10.19886/j.cnki.dhdz.2023.0355

Copula模型的A-最优设计

A-optimal design of Copula model

孟玉莹 1刘欣1
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作者信息

  • 1. 东华大学 理学院,上海
  • 折叠

摘要

Copula模型广泛应用于经济与金融等领域,研究其最优设计问题可给出更具统计推断效力的试验方案.研究Copula模型的A-最优设计问题,利用方向导数建立二元Copula模型的A-最优设计的等价性定理,为A-最优设计的求解和验证提供理论工具.基于这一工具获得了边际模型为一次回归的Gaussian Copula模型和边际模型为logistic回归的Product Copula和Clayton Copula模型的A-最优设计,说明了等价性定理的作用.

Abstract

The Copula model is widely used in fields such as economics and finance,and studying its optimal design problem can provide experimental plans with more statistical inference power.This paper studies the A-optimal design problem of the Copula model and establishes an equivalence theorem for the A-optimal design of the bivariate Copula model using directional derivatives,providing a theoretical tool for solving and verifying the A-optimal design.Based on this tool,the A-optimal designs of the Gaussian Copula model with a linear regression marginal model and the Product Copula and Clayton Copula models with a logistic regression marginal model were obtained,demonstrating the effectiveness of the equivalence theorem.

关键词

Copula模型/A-最优设计/等价性定理/灵敏度函数

Key words

Copula model/A-optimal design/equivalence theorem/sensitivity function

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基金项目

国家自然科学基金(11871143)

上海市自然科学基金(24ZR1401500)

出版年

2024
东华大学学报(自然科学版)
东华大学

东华大学学报(自然科学版)

CSTPCD北大核心
影响因子:0.308
ISSN:1671-0444
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