公办本科高校投入产出效率分析——基于PCA-DEA-TOPSIS组合模型

发布时间：2018-04-17 13:31

本文选题：PCA-DEA-TOPSIS组合模型 + 公办高校　；参考：《会计之友》2017年11期

【摘要】：文章建立了共含33个投入产出效率分析指标的评价体系,并首次将PCA-DEA-TOPSIS组合模型应用于高校投入产出效率分析。首先运用主成分分析法(PCA),通过SPSS17.0软件提取福建省20所公办本科高校以上体系的主成分;其次通过DEAP-Version2.1软件采用数据包络分析模型(DEA)对提取的主成分进行研究,分析影响效率有效性的因素,给出这些高校的综合绩效评价;最后运用SPSS软件求出投入指标的综合得分、产出指标的综合得分和用DEA模型得到兹,再应用TOPSIS法对这些高校投入产出效率进行分析测算得出最终数据,以有效弥补前两种分析的不足。基于PCA-DEA-TOPSIS的组合模型既吸收利用了传统的PCA和DEA的优点,又创新地将TOPSIS法首次运用于高校的投入产出效率分析和评价,具有一定的新颖性和独特性。
[Abstract]:In this paper, an evaluation system with 33 input-output efficiency analysis indexes is established, and the PCA-DEA-TOPSIS combination model is applied to the input-output efficiency analysis of colleges and universities for the first time.In this paper, the principal components of more than 20 colleges and universities in Fujian Province are extracted by using the principal component analysis method (PCA) and the data envelopment analysis model (DEAA), which is used in the DEAP-Version2.1 software to study the extracted principal components.This paper analyzes the factors influencing efficiency and effectiveness, and gives the comprehensive performance evaluation of these colleges and universities. Finally, the comprehensive score of input index, the comprehensive score of output index and the DEA model are obtained by using SPSS software.Then the TOPSIS method is used to analyze and calculate the input-output efficiency of these colleges and universities to obtain the final data, so as to make up for the deficiency of the first two kinds of analysis.The combination model based on PCA-DEA-TOPSIS not only absorbs the advantages of traditional PCA and DEA, but also innovatively applies TOPSIS method to the analysis and evaluation of input-output efficiency of colleges and universities for the first time. It has some novelty and uniqueness.
【作者单位】：武夷学院;
【基金】：2015年福建省教育厅社科重点项目“高校绩效评价和财务风险防范体系研究”(JAS150591)
【分类号】：F223;G647.5

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