Intelligent algorithm of optimal investment model under stochastic interest rate and stochastic volatility

被引:4
|
作者
Luo, T. [1 ]
Metawa, Noura [2 ,3 ]
机构
[1] Xihua Univ, Sch Econ, Chengdu, Sichuan, Peoples R China
[2] Regis Univ, Anderson Coll Business, Denver, CO USA
[3] Mansoura Univ, Fac Commerce, Mansoura, Egypt
关键词
stochastic interest rate; stochastic volatility; optimal investment; reinsurance;
D O I
10.3233/JIFS-179085
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Financial mathematics, an interdisciplinary subject between mathematics and finance, is the application of mathematics in the financial field, which carries mainly out the quantitative analysis and research of financial issues by mathematical theories and methods. The idea of financial mathematics is adopted to study investment. First of all, an investment risk prediction model is designed based on cluster analysis-hybrid genetic algorithm and integrated improved support vector machine, and AdaBoost-support vector machine and clustering-AdaBoost support vector machine, the model is fully analyzed and verified. Combining the ways of more than half random sampling, the imbalance state is adjusted and reduced. Then the idea of integrated learning is used to cope further the data imbalance state and improve the classifier's attention to a few classes. Finally, the algorithm is tested. The results show that this algorithm effectively reduces the cost of accidental injury.
引用
收藏
页码:283 / 292
页数:10
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