
Lecture Description
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- The CosmoLearning Team
- The CosmoLearning Team
Course Index
- Introduction
- Polynomial Approximation
- Interpolating Polynomials
- Properties of Divided Difference
- Error in the Interpolating Polynomial
- Cubic Hermite Interpolation
- Piecewise Polynomial Approximation
- Cubic Spline Interpolation
- Tutorial 1
- Numerical Integration: Basic Rules
- Composite Numerical Integration
- Gauss 2-point Rule: Construction
- Gauss 2-point Rule: Error
- Convergence of Gaussian Integration
- Tutorial 2
- Numerical Differentiation
- Gaussian Elimination
- LU Decomposition
- Cholesky Decomposition
- Gauss Elimination with Partial Pivoting
- Vector and Matrix Norms
- Perturbed Linear Systems
- ILL-conditioned Linear System
- Tutorial 3
- Effect of Small Pivots
- Solution of Non-linear Equations
- Quadratic Convergence of Newton's Method
- Jacobi Method
- Gauss-Seidel Method
- Tutorial 4
- Initial Value Problem
- Multi-step Methods
- Predictor-Corrector Formulae
- Boundary Value Problems
- Eigenvalues and Eigenvectors
- Spectral Theorem
- Power Method
- Inverse Power Method
- QR Decomposition
- QR Method
Course Description
The important topics covered in this course are polynomial and piecewise polynomial (spline) interpolation, numerical integration and numerical differentiation, approximate solutions of differential equations, direct and iterative solution of a system of linear equations and eigenvalue problems. The theory behind various methods is rigorously discussed. Emphasis is on comparison of various methods and their implementation using a computer.
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