情报科学 ›› 2021, Vol. 39 ›› Issue (7): 131-135.

• 业务研究 • 上一篇    下一篇

基于LDA及模糊VIKOR法的中小企业情报收集系统模型构建

  

  • 出版日期:2021-07-16 发布日期:2021-07-20

  • Online:2021-07-16 Published:2021-07-20

摘要: 【目的/意义】针对当前中小企业情报收集系统模型收集情报的准确性、信息检索查全率以及情报分类管理
效率较低的问题,提出基于LDA及模糊VIKOR法的中小企业情报收集系统模型构建。【方法/过程】根据LDA模型
设计并构建中小企业情报收集系统模型架构,通过企业管理架构采集知识资源,将获取的知识分别划分至管理架
构相应模块中,实现企业知识整合管理。根据模糊VIKOR法设计了中小企业情报分类步骤,引入贝叶斯统计的标
准法,获取最佳主题数量,采用Gibbs抽样算法得出分类隐含层主题集合概率整体分布的向量,实现中小企业情报
收集系统分类管理。【结果/结论】实验结果表明,该系统的准确性较高,能够有效提高情报分类管理效率以及信息
检索查全率。【创新/局限】本文采用LDA模型整合管理企业知识,结合模糊VIKOR法分类管理企业情报收集,构建
准确高效的系统模型,但本文构建的系统模型未应用于实际企业中进行反馈与完善。

Abstract: 【Purpose/significance】Aiming at the problems of the current small and medium-sized enterprise information collection
system model, such as the accuracy of information collection, the recall rate of information retrieval and the low efficiency of informa?
tion classification management, this paper proposes the construction of small and medium-sized enterprise information collection sys?
tem model based on LDA and fuzzy VIKOR method.【Method/process】According to LDA model, design and build the model architec?
ture of information collection system for small and medium-sized enterprises, collect knowledge resources through enterprise manage?
ment architecture, divide the acquired knowledge into corresponding modules of management architecture, and realize enterprise
knowledge integration management. According to the fuzzy VIKOR method, the steps of information classification for small and medi?
um-sized enterprises are designed. The standard method of Bayesian statistics is introduced to obtain the optimal number of topics.
Gibbs sampling algorithm is used to obtain the vector of the overall probability distribution of the hidden layer topic set, so as to realize
the classification management of the information collection system of small and medium-sized enterprises.【Result/conclusion】The
experimental results show that the system has high accuracy and can effectively improve the efficiency of information classification
management and information retrieval recall.【Innovation/limitation】In this paper, LDA model is used to integrate management enter?
prise knowledge, and fuzzy VIKOR method is used to classify and manage enterprise information collection, so as to construct an accu?
rate and efficient system model. However, the system model constructed in this paper has not been used in actual enterprises for feed? back and improvement.