As a financial asset with multiple values, financial futures are widely welcomed by people, and many investors are willing to invest in and hold financial futures. However, although financial futures have good hedging characteristics, their prices will still be affected by external factors and fluctuate. The supplement to the existing mean spillover and volatility spillover effects enriches the research system on spillover effects in financial futures markets and helps to deepen the understanding of spillover effects in financial futures markets. Based on machine learning algorithms, this paper constructs an analysis model of the hedging effect of financial futures. Moreover, this paper combines financial theory for modeling and empirical analysis, and follows a simple to complex research strategy, and uses a combination of quantitative analysis and qualitative analysis to conduct research. In addition, based on the continuous quadratic variation theory, this paper combines the market microstructure noise model and the high-frequency financial measurement model to analyze the hedging effect of financial futures, and conducts research through examples. The research results show that the performance of the model constructed in this paper is good.
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Zhejiang A&F Univ, Sports & Mil Training Dept, Hangzhou 311300, Zhejiang, Peoples R ChinaZhejiang A&F Univ, Sports & Mil Training Dept, Hangzhou 311300, Zhejiang, Peoples R China
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Prince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi ArabiaPrince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi Arabia
Hilal, Anwer Mustafa
Althobaiti, Maha M.
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Taif Univ, Coll Comp & Informat Technol, Dept Comp Sci, POB 11099, At Taif 21944, Saudi ArabiaPrince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi Arabia
Althobaiti, Maha M.
Eisa, Taiseer Abdalla Elfadil
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King Khalid Univ, Coll Sci & Arts Mahayil, Girls Sect, Dept Informat Syst, Abha, Saudi ArabiaPrince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi Arabia
Eisa, Taiseer Abdalla Elfadil
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Alabdan, Rana
Hamza, Manar Ahmed
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Prince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi ArabiaPrince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi Arabia
Hamza, Manar Ahmed
Motwakel, Abdelwahed
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Prince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi ArabiaPrince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi Arabia
Motwakel, Abdelwahed
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Al Duhayyim, Mesfer
Negm, Noha
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King Khalid Univ, Coll Sci & Arts Mahayil, Girls Sect, Dept Informat Syst, Abha, Saudi Arabia
Menoufia Univ, Fac Sci, Math & Comp Sci Dept, Al Minufiyah, EgyptPrince Sattam Bin Abdulaziz Univ, Preparatory Year Deanship, Dept Comp & Self Dev, Al Kharj, Saudi Arabia
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Capital Univ Econ & Business, Coll Business Adm, Beijing 100070, Peoples R ChinaCapital Univ Econ & Business, Coll Business Adm, Beijing 100070, Peoples R China