Numerical methods¶
Optimization¶
Refer to Optimization Algorithms.
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Base class to define an optimization problem. |
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Nearest point problem. |
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Least-squares problem. |
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Base class for optimization wrappers. |
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Optimization result. |
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Abdo-Rackwitz solver. |
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Bonmin MINLP solver. |
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Interface to Ceres Solver. |
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Interface to CMinpack. |
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Constrained Optimization BY Linear Approximations solver. |
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Base class for optimization solvers from the [dlib2009] library. |
Efficient Global Optimization algorithm. |
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Ipopt nonlinear optimization solver. |
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Multi-start optimization algorithm. |
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Interface to NLopt. |
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Pagmo algorithms. |
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Sequential Quadratic Programming solver. |
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Truncated Newton Constrained solver. |
Integration¶
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Base class for integration algorithms. |
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Integration algorithm for oscillating integrand. |
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Multidimensional integration algorithms. |
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Integration over a mesh. |
Create a quadrature rule for numerical integration based on a weighted experiment. |
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Adaptive integration algorithm of Gauss-Kronrod. |
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Tensorized integration algorithm of Gauss-Legendre. |
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Fejer Integration algorithm |
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Gauss-Kronrod rule used in the integration algorithm. |
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Multivariate integration algorithm. |
Transformations¶
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Base class for Fast Fourier Transform (FFT) and Inverse Fast Fourier Transform (IFFT). |
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Kiss FFT. |
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BoxCox transformation estimator. |
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BoxCox transformation. |
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BoxCox transformation. |
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Trend estimator. |
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Trend transformation. |
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Inverse Trend transformation. |
Spatial lookup¶
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Nearest neighbour lookup. |
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Partition tree data structure. |
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Brute force algorithm for nearest-neighbour lookup. |
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Partition tree data structure for 1D points. |
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Partition tree data structure. |
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Point location algorithm. |
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Naive implementation of point location. |
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Specialized point location algorithm on RegularGrid. |
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Specialized point location algorithm for monotonic 1D meshes. |
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Bounding Volume Hierarchy to speed-up point location. |
Classification¶
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Base class for classification algorithms. |
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Particular classifier based on a mixture distribution. |
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Classifier define by a minimum volume level set. |
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Expert mixture defining a piecewise function according to a classifier. |
Combinatorial generators¶
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Combinatorial generator base class. |
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Combinations generator. |
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K permutations generator. |
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Tuples generator. |