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Numerical_Method

NTNU CSIE 111-1 Numerical Method

Syllabus

Solving Linear Equations

  • Nested multiplication
  • Bisection
  • FPI ( Fixed Point Iteration )
  • Newton's Method
  • Secant's Method

Solving Systems of Equations

  • Gaussian Elimination
  • Partial Pivoting
  • Jacobi
  • Gauss-Seidal
  • Multivariate Newton

Interpolation

  • Lagrange Interpolation
  • Newton's Divided Difference

Least Squares

  • Normal Equations
  • QR Factorization
  • Gauss-Newton Method

Optimization

  • Gradient Descent