基于AHP和PCA的多指标评价建模方法及应用

刘爽; 吕永波; 张仲义

doi:10.13976/j.cnki.xk.2015.0416

基于AHP和PCA的多指标评价建模方法及应用

刘爽^1,2, ,,
吕永波¹,
张仲义¹

1.
北京交通大学交通运输学院, 北京 100044
2.
教育部科技发展中心, 北京 100080

基金项目: 国家自然科学基金资助项目（70973046，71473030）

详细信息

作者简介:
刘爽（1977-），女，博士生．研究领域为网络科技论文相关问题研究，科研管理．
吕永波（1961-），女，博士，教授．研究领域为管理系统工程，信息系统工程．
张仲义（1944-），男，博士，教授．研究领域为信息系统工程领域理论研究和工程实践．

通讯作者:
刘爽，liushuang@cutech.edu.cn

中图分类号: TP183
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- 文章访问数: 1504
- HTML全文浏览量: 4
- PDF下载量: 500
出版历程
- 收稿日期: 2015-04-29
- 修回日期: 2015-06-23
- 发布日期: 2015-08-19

Multi-index Evaluation Modeling Method Based on AHP and PCA and Its Application

1.
School of Traffic and Transportation, Beijing Jiaotong University, Beijing 100044, China
2.
Science and Technology Development Center, Ministry of Education, Beijing 100080, China

摘要

摘要: 提出一种多指标评价建模方法，并以学术期刊核心竞争力评价为例对该方法进行说明验证．本建模方法针对底层指标和上层指标的特点，将主成分分析法和Softmax回归相结合用于底层评价指标权重的确定，应用层次分析法对上层指标的权重进行确定．在方法应用验证中，在分析学术期刊核心竞争力的内涵、特征和表现形式的基础上，构建了学术期刊核心竞争力评价指标体系；然后应用本方法对学术期刊核心竞争力进行评价．经验证分析可知，本评价建模方法在多指标评价情况下，具有求解简便、精确度高的优点．
- 学术期刊 /
- 多指标评价 /
- 主成分分析法 /
- Softmax回归 /
- 层次分析法
Abstract: This paper proposes a multi-index evaluation modeling method, and evaluation of the core competences of academic journals is used to verify the feasibility of this method. According to the characteristics of the underlying and upper indices, this modeling method is used to determine the weights of the underlying index by combining principal component analysis (PCA) and Softmax regression, and by using an analytic hierarchy process (AHP) to determine the weights of the upper index. In the application and validation of the method, which is based on analysis of the connotation, characteristics, and manifestations of the core competences of academic journals, this paper constructs an evaluation index system for such core competences. Through validation analysis, it is shown that the proposed evaluation modeling method provides the advantage of obtaining simple and highly accurate solutions in multi-index evaluation cases.
- academic journal /
- multi-index evaluation /
- principal component analysis (PCA) /
- Softmax regression /
- analytic hierarchy process (AHP)

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参考文献(23)

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计量

文章访问数: 1504
HTML全文浏览量: 4
PDF下载量: 500
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基于AHP和PCA的多指标评价建模方法及应用

通讯作者: 刘爽，liushuang@cutech.edu.cn

计量

出版历程

Multi-index Evaluation Modeling Method Based on AHP and PCA and Its Application

计量

出版历程

目录

通讯作者:
刘爽，liushuang@cutech.edu.cn