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 in | Mathematical problems in engineering Vol. 2022; pp. 1 - 11 | 
|---|---|
| Main Author | |
| Format | Journal Article | 
| Language | English | 
| Published | 
        New York
          Hindawi
    
        18.07.2022
     John Wiley & Sons, Inc  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 1024-123X 1026-7077 1563-5147 1563-5147  | 
| DOI | 10.1155/2022/6429510 | 
Cover
| 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. | 
    
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| 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 | 
    
| Author_xml | – sequence: 1 givenname: Cuixia orcidid: 0000-0003-4797-6118 surname: Chen fullname: Chen, Cuixia organization: Hebei Finance UniversityBaodingHebei 071051Chinahbcf.edu.cn  | 
    
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| Cites_doi | 10.1016/j.cosrev.2021.100402 10.1007/s40747-018-0072-1 10.1016/j.jhydrol.2020.124696 10.1002/widm.1366 10.2478/amns.2020.2.00063 10.3390/e23040485 10.3390/su12104280 10.1109/tcbb.2019.2937862 10.1155/2022/8118605 10.1016/j.techfore.2020.120486 10.1109/access.2019.2943547 10.1155/2021/6610645 10.1016/j.giq.2020.101544 10.1016/j.knosys.2018.09.010 10.1016/j.eswa.2019.01.049 10.3233/jifs-190078 10.1109/access.2019.2962368 10.3233/jifs-179423 10.1016/j.aei.2020.101152 10.3390/healthcare6020054 10.1016/j.imu.2017.12.006 10.1007/s40710-019-00407-5  | 
    
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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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