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Stable numerical algorithms
§Stable Numerical Algorithms
This module provides numerically stable implementations of common algorithms used in scientific computing, with focus on matrix operations, iterative methods, and numerical differentiation/integration.
Structs§
- Iterative
Config - Configuration for iterative algorithms
- Iterative
Result - Result of an iterative algorithm
Functions§
- adaptive_
simpson - Stable numerical integration using adaptive Simpson’s rule
- cholesky_
stable - Stable Cholesky decomposition
- conjugate_
gradient - Conjugate gradient method with preconditioning
- gaussian_
elimination_ stable - Stable Gaussian elimination with partial pivoting
- gmres
- GMRES (Generalized Minimal Residual) method
- matrix_
exp_ stable - Stable computation of matrix exponential using scaling and squaring
- qr_
decomposition_ stable - Stable QR decomposition using Householder reflections
- richardson_
derivative - Stable numerical differentiation using Richardson extrapolation