Variable Resolution Discretization in Optimal Control
Machine Learning
SIAM Journal on Numerical Analysis
Applied Numerical Mathematics - Adaptive methods for partial differential equations and large-scale computation
Asset pricing with dynamic programming
Computational Economics
Comparing accuracy of second-order approximation and dynamic programming
Computational Economics
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We study the performace of adaptive spline interpolation in semi-Lagrangian discretization schemes for Hamilton-Jacobi-Bellman equations. We investigate the local approximation properties of cubic splines on locally refined grids by a theoretical analysis. Numerical examples show how this method performs in practice. Using those examples we also illustrate numerical stability issues.