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Three Algorithms for Solving High-Dimensional Fully Coupled FBSDEs Through Deep Learning
61
Citations
14
References
2020
Year
EngineeringMachine LearningPhysicsHigh-dimensional ProblemsDeep Learning MethodComputer EngineeringLarge Scale OptimizationStochastic AnalysisDeep LearningEnergy MinimizationStochastic Differential EquationNumerical Method For Partial Differential Equation
Recently, the deep learning method has been used for solving forward–backward stochastic differential equations (FBSDEs) and parabolic partial differential equations, as it has good accuracy and performance for high-dimensional problems. In this article, we mainly solve fully coupled FBSDEs through deep learning and provide three algorithms, and the numerical results show remarkable performance, especially for high-dimensional cases.
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