scholarly journals Risk Prediction Algorithm of Social Security Fund Operation Based on RBF Neural Network

2021 ◽  
Vol 2021 ◽  
pp. 1-8
Author(s):  
Linxuan Yang

In order to ensure the benign operation of the social security fund system, it is necessary to understand the social security fund facing all aspects of the risk, more importantly to know the relationship between different risks. Based on RBF, the interpretative structure model is applied to draw the risk correlation hierarchy diagram, which provides a scientific risk management method for the social security fund. RBF neural network is used to build the risk warning model of social security fund operation. Then, put forward the corresponding risk treatment scheme to the warning signal. Finally, the RBF neural network is used for comprehensive risk warning. In this paper, the risk warning of social security fund operation is the research object, and the corresponding risk treatment scheme is put forward for the warning signal. This paper uses an improved ant colony algorithm to optimize the parameters of the RBF neural network, which overcomes the shortcomings of the traditional RBF neural network such as slow convergence, ease of falling into local extremes, and low accuracy, and improves the generalization ability of the RBF neural network. It has the characteristics of good output stability and fast convergence speed. On this basis, the prediction model based on the improved ANT colony-RBF neural network is established, and the MATLAB software calculation tool is used for accurate calculation, which makes the prediction results of coal mine safety risk more accurate and provides more reliable decision basis for decision makers. The results show that the network has small calculation error, fast convergence, and good generalization ability.

Challenge ◽  
1958 ◽  
Vol 6 (11-12) ◽  
pp. 25-29
Author(s):  
Edwin E. Witte

1987 ◽  
Vol 25 (3) ◽  
pp. 239-246
Author(s):  
Jill Quadagno

As the Social Security program in the United States emerged from the crisis of the 1970s with a solid set of reforms intended to guarantee the program's financial solvency into the twenty-first century, a new attack on the system arose in the form of debates centering around the relationship of the Social Security fund to the federal deficit. Conservative economists used concerns about the national economy as fuel for their own arguments that Social Security has negatively affected the economy and that heavier reliance should be placed on private sector benefits. This paper uses historical evidence to analyze how adequately private sector benefits functioned in the past. Among the conclusions reached are that the private sector failed to provide adequate protection for older citizens, and that benefits were inequitably distributed on the basis of gender and social class. Any tendency toward heavier reliance on the private sector for provisions for old age security would only exacerbate existing inequalities.


2020 ◽  
Vol 9 (512) ◽  
pp. 198-204
Author(s):  
D. P. Feklistova ◽  
◽  
D. M. Zagorska ◽  

Social insurance as a system of guaranteeing material support in case of occurrence of insured cases undergoes the process of reforming, the State uses a variety of methods of influence, including achievements of scientific-technological progress. Social security funds were created to provide citizens with a full range of services that provide a decent life. The article is aimed at analyzing the opportunities of social security funds to provide electronic services. The latest changes in the reform of the social insurance system of Ukraine are illuminated. The functions performed by these establishments are considered in order to understand their essence. The concept of «e-government» is described and it is defined that its application influences the improvement of effectiveness of the government policy. The analysis of services of the Pension fund of Ukraine, the Social insurance fund and the Social insurance fund in case of unemployment was carried out. The largest number of electronic services is now provided by the Pension fund of Ukraine, which successfully implements e-government. The Social security fund does not yet provide the opportunity to receive services remotely. The Social security fund in case of unemployment in the aspect of e-government focuses on the employment services of citizens. Recommendations for further development of the social insurance system using electronic services are provided.


2020 ◽  
Author(s):  
Jose M. Cordero ◽  
Agustín García-García ◽  
Enrique Lau-Cortés ◽  
Cristina Polo

Abstract Background In Latin American and Caribbean countries the main concern of public health care managers has been traditionally placed on problems related to funding, payment mechanisms and equity of access. However, more recently, there is a growing interest in improving the levels of efficiency and reducing costs in the provision of health services. In this paper we focus on measuring the efficiency of public hospitals in Panama, where no such studies have been conducted so far. One of the most interesting features of the public hospital system in this country is that there are two different management schemes that coexist, thus we can make a distinction between hospitals operating under the Social Security Fund (SSF) and those belonging to the Ministry of Health (MoH). Methods Our dataset includes data about 22 public hospitals (11 for each model) during the period 2005–2015. We rely on the use of Data Envelopment Analysis and the Malmquist Productivity index to calculate technical efficiency and productivity change of hospitals. In addition, we also apply bootstrapping techniques to calculate confidence intervals for the obtained efficiency and productivity scores in order to obtain more robust results. Results We find that, until the period 2012–2013, the performance of hospitals belonging to different systems experienced a similar trend. However, during the last years of the evaluated period the hospitals operating under the Social Security Fund clearly outperformed Ministry´s hospitals. The main explanation for these divergences seems to be the growth of technological change. Nevertheless, the use of bootstrapping to make statistical inferences reveals that some differences detected may not be significant. Conclusion We demonstrate that the results of traditional DEA and Malmquist index analyses need to be tested for statistical significance. Otherwise, the conclusions reached could be wrong.


2020 ◽  
Vol 1 (1) ◽  
Author(s):  
Huizhen Long ◽  
Tong Yi

Affected by the continuous development of China's national economy and other aspects, the number of people participating in social security and the amount of money in China have continued to expand. As a result, the scale of social security fund financial data will continue to expand. In such cases, traditional auditing techniques are often used to standardize this data. With the continuous development of big data technology and cloud audit technology, it has provided corresponding technical support for the development of China's social security fund audit technology. However, the risks involved cannot be ignored. This paper is based on the social security fund system in the era of cloud auditing and big data. Based on the analysis of the problems, it puts forward corresponding measures on how to better control and manage the risks in order to provide corresponding management for the financial data risk management control of social security funds in China. reference.


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