Intelligent algorithm of optimal investment model under stochastic interest rate and stochastic volatility
被引:4
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作者:
Luo, T.
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机构:
Xihua Univ, Sch Econ, Chengdu, Sichuan, Peoples R ChinaXihua Univ, Sch Econ, Chengdu, Sichuan, Peoples R China
Luo, T.
[1
]
Metawa, Noura
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机构:
Regis Univ, Anderson Coll Business, Denver, CO USA
Mansoura Univ, Fac Commerce, Mansoura, EgyptXihua Univ, Sch Econ, Chengdu, Sichuan, Peoples R China
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
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.
机构:
Lanzhou Univ, Sch Math & Stat, Lanzhou 730000, Gansu, Peoples R ChinaLanzhou Univ, Sch Math & Stat, Lanzhou 730000, Gansu, Peoples R China
Wang, Pei
Li, Zhongfei
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机构:
Sun Yat Sen Univ, Sun Yat Sen Business Sch, Guangzhou 510275, Guangdong, Peoples R ChinaLanzhou Univ, Sch Math & Stat, Lanzhou 730000, Gansu, Peoples R China
机构:
Guangdong Univ Finance, Sch Insurance, Ctr Financial Engn & Risk Management, Guangzhou 510521, Guangdong, Peoples R China
Guangdong Univ Finance, Res Ctr Reg Financial Policy Guangdong Prov, Guangzhou 510521, Guangdong, Peoples R ChinaGuangdong Univ Finance, Sch Insurance, Ctr Financial Engn & Risk Management, Guangzhou 510521, Guangdong, Peoples R China
Zhang, Ling
Li, Danping
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机构:
East China Normal Univ, Key Lab Adv Theory & Applicat Stat & Data Sci MOE, Sch Stat, Fac Econ & Management, Shanghai 200062, Peoples R ChinaGuangdong Univ Finance, Sch Insurance, Ctr Financial Engn & Risk Management, Guangzhou 510521, Guangdong, Peoples R China
Li, Danping
Lai, Yongzeng
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机构:
Wilfrid Laurier Univ, Dept Math, Waterloo, ON N2L 3C5, CanadaGuangdong Univ Finance, Sch Insurance, Ctr Financial Engn & Risk Management, Guangzhou 510521, Guangdong, Peoples R China
机构:
Boston Univ, Questrom Sch Business, 595 Commonwealth Ave, Boston, MA 02215 USABoston Univ, Questrom Sch Business, 595 Commonwealth Ave, Boston, MA 02215 USA
Detemple, Jerome
Kitapbayev, Yerkin
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机构:
Khalifa Univ Sci & Technol, Math Dept, POB 127788, Abu Dhabi, U Arab EmiratesBoston Univ, Questrom Sch Business, 595 Commonwealth Ave, Boston, MA 02215 USA
Kitapbayev, Yerkin
Reppen, A. Max
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机构:
Boston Univ, Questrom Sch Business, 595 Commonwealth Ave, Boston, MA 02215 USABoston Univ, Questrom Sch Business, 595 Commonwealth Ave, Boston, MA 02215 USA