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改良式线性回归方法的企业信用评估机制
引用本文:谢兆贤,陈哲奇,陆思诺,黄沈权. 改良式线性回归方法的企业信用评估机制[J]. 吉林大学学报(信息科学版), 2021, 39(1): 77-86. DOI: 10.3969/j.issn.1671-5896.2021.01.012
作者姓名:谢兆贤  陈哲奇  陆思诺  黄沈权
作者单位:曲阜师范大学软件学院,山东曲阜273165;温州大学机电工程学院,浙江温州325027;曲阜师范大学物理工程学院,山东曲阜273165
基金项目:国家自然科学基金资助项目(71501143); 浙江省自然科学基金资助项目(LY19G010007)
摘    要:为解决企业信用度面对数据来源多且复杂的问题,提出一种计算企业信用度的新方法.该方法基于传统线性回归方法的改进,通过计算企业内重要评价参数的平均值,得到企业信用度的平衡值.同时,因为减少了影响性较低的参数,从而优化了传统线性回归法产生的误差,并且准确地计算企业的信用度.得到的信用度数值,可以有效地定义企业的好坏.实验表明...

关 键 词:多源数据  信用评分  整合分析  线性回归  SPSS分析
收稿时间:2019-10-08

Enterprise Credit Evaluation Mechanism Based on Improved Linear Regression Method
XIE Zhaoxian,CHEN Zheqi,LU Sinuo,HUANG Shenquan. Enterprise Credit Evaluation Mechanism Based on Improved Linear Regression Method[J]. Journal of Jilin University:Information Sci Ed, 2021, 39(1): 77-86. DOI: 10.3969/j.issn.1671-5896.2021.01.012
Authors:XIE Zhaoxian  CHEN Zheqi  LU Sinuo  HUANG Shenquan
Affiliation:1a. School of Software Engineering; 1b. School of Physics and Physical Engineering, Qufu Normal University, Qufu 273165, China;2. Department of Mechanical and Electrical Engineering, Wenzhou University, Wenzhou 325027, China
Abstract:In order to solve the problem of multiple and complex data sources for the credit degree of enterprise,a new method based on the traditional linear regression method is proposed to evaluate the credit degree of enterprise. Then, the obtained credit value of enterprise can effectively define the reliability of the enterprise. To calculate the average value of several important parameters from the enterprise, we can obtain the balance value of the credit rating for enterprise. Because the improved linear regression reduces low-impact parameters, it optimizes the errors generated by the traditional linear regression method and accurately calculates the creditworthiness of the enterprise. The experiment is shown that the improved linear regression is generally better than the traditional linear regression in the evaluation process of enterprise credit. In particular, it requires a small number of variables to achieve similar results, and produces the better classification efficiency.
Keywords:multi-source data  credit score  integrated analysis  linear regression  statistical product and service solutions (SPSS) analysis  
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