Risk Analysis and Countermeasures of Social Medical Insurance Based on Random Matrix Theory and Data Mining

Accelerating the reform of social medical insurance risk analysis is an urgent need to establish a complete social medical insurance system. Based on random matrix theory and data mining technology, this study constructs a social medical insurance risk analysis model. After determining the subject o...

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Published inMathematical problems in engineering Vol. 2022; pp. 1 - 11
Main Author Chen, Cuixia
Format Journal Article
LanguageEnglish
Published New York Hindawi 18.07.2022
John Wiley & Sons, Inc
Subjects
Online AccessGet full text
ISSN1024-123X
1026-7077
1563-5147
1563-5147
DOI10.1155/2022/6429510

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Abstract Accelerating the reform of social medical insurance risk analysis is an urgent need to establish a complete social medical insurance system. Based on random matrix theory and data mining technology, this study constructs a social medical insurance risk analysis model. After determining the subject of the data warehouse and the relevant information of each subject, it starts to build a random matrix data warehouse, and solves the social medical insurance risk through the data fact table and dimension quantitative indicators. In the simulation process, the model uses the Oracle Warehouse Builder (OWB) software to create the data warehouse, and systematically analyzes and studies the construction process of each table; when creating the server through data mining, we run the repository as an administrator program to create data mining workspace, including creating OWB username and password. The experimental results show that after analyzing related technologies such as data warehouse, OLAP, and data mining, the accuracy rate of abnormality is 79.0%, and the recall rate is 85.8%. After using random matrix sampling technology to balance the dataset, the algorithm effect accuracy rate reaches 89.3%, which can effectively provide professional help for the social security fund supervision department and the medical insurance business management department.
AbstractList Accelerating the reform of social medical insurance risk analysis is an urgent need to establish a complete social medical insurance system. Based on random matrix theory and data mining technology, this study constructs a social medical insurance risk analysis model. After determining the subject of the data warehouse and the relevant information of each subject, it starts to build a random matrix data warehouse, and solves the social medical insurance risk through the data fact table and dimension quantitative indicators. In the simulation process, the model uses the Oracle Warehouse Builder (OWB) software to create the data warehouse, and systematically analyzes and studies the construction process of each table; when creating the server through data mining, we run the repository as an administrator program to create data mining workspace, including creating OWB username and password. The experimental results show that after analyzing related technologies such as data warehouse, OLAP, and data mining, the accuracy rate of abnormality is 79.0%, and the recall rate is 85.8%. After using random matrix sampling technology to balance the dataset, the algorithm effect accuracy rate reaches 89.3%, which can effectively provide professional help for the social security fund supervision department and the medical insurance business management department.
Author Chen, Cuixia
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Copyright Copyright © 2022 Cuixia Chen.
Copyright © 2022 Cuixia Chen. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
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SubjectTerms Algorithms
Associations
Audits
Business administration
Construction
Correlation analysis
Data mining
Data warehouses
Decision support systems
Health insurance
Insurance
Mathematical problems
Matrix theory
Online analytical processing
Quality management
Risk analysis
Risk assessment
Social security
Supervision
Trends
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Title Risk Analysis and Countermeasures of Social Medical Insurance Based on Random Matrix Theory and Data Mining
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