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COMP 361/5611 Elementary Numerical Methods COMPLETE SLIDES WITH SOLUTIONS- NEW UPDATE FALL 2025|2026 Concordia University

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COMP 361/5611 Elementary Numerical Methods COMPLETE SLIDES WITH SOLUTIONS- NEW UPDATE FALL 2025|2026 Concordia University LECTURE NOTES on ELEMENTARY NUMERICAL METHODS Eusebius Doedel TABLE OF CONTENTS Vector and Matrix Norms 1 Banach Lemma 20 The Numerical Solution of Linear Systems 25 Gauss Elimination 25 Operation Count 29 Using the LU-decomposition for multiple right hand sides 34 Tridiagonal Systems 37 Inverses 40 Practical Considerations 47 Gauss Elimination with Pivoting 53 Error Analysis 56 The Numerical Solution of Nonlinear Equations 73 Some Methods for Scalar Nonlinear Equations 77 Bisection 78 Regula Falsi 80 Newton’s Method 83 The Chord Method 87 Newton’s Method for Systems of Nonlinear Equations 92 Residual Correction 99 Convergence Analysis for Scalar Equations 102 Convergence Analysis for Systems 145 The Approximation of Functions 158 Function Norms 158 Lagrange Interpolation Polynomial 166 Lagrange Interpolation Theorem 176 Chebyshev Polynomials 185 Chebyshev Theorem 191 Taylor Polynomial 207 Taylor Theorem 211 Local Polynomial Interpolation 216 Numerical Differentiation 231 Best Approximation in the 2 240 Best Approximation in R3 240 Best Approximation in General 247 Gram-Schmidt Orthogonalization 256 Best Approximation in Function Space 259 Numerical Integration 268 Trapezoidal Rule 270 Simpson’s Rule 273 Gauss Quadrature 287 Discrete Least Squares Approximation 296 Linear Least Squares 298 General Least Squares 306 Smooth Interpolation by Piecewise Polynomials 326 Cubic Spline Interpolation 330 Numerical Methods for Initial Value Problems 341 Numerical Methods 347 Stability of Numerical Approximations 355 Stiff Differential Equations 365 Boundary Value Problems in ODE 384 A Nonlinear Boundary Value Problem 400 Diffusion Problems 404 Nonlinear Diffusion Equations 417 VECTOR AND MATRIX NORMS In later analysis we shall need a quantity (called vector norm) that measures the magnitude of a vector. Let x ≡ (x1, x2, ··· , xn)T ∈ Rn . EXAMPLES (of norms) : x 1 ≡ n | xk | , (the “one-norm ”) k=1 n x 2 ≡ ( xk k=1 2)1 , (the “two-norm ”, or Euclidean length) x ∞ ≡ max 1 ≤ k ≤ n | xk | , (the “infinity-norm ”, or “max-norm”)

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December 16, 2025
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Written in
2025/2026
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COMP 361/5611 Elementary Numerical Methods COMPLETE SLIDES WITH
SOLUTIONS- NEW UPDATE FALL 2025|2026 Concordia University




LECTURE NOTES

on

ELEMENTARY NUMERICAL METHODS




Eusebius Doedel

, TABLE OF CONTENTS

Vector and Matrix Norms 1
Banach Lemma 20


The Numerical Solution of Linear Systems 25
Gauss Elimination 25
Operation Count 29
Using the LU-decomposition for multiple right hand sides 34
Tridiagonal Systems 37
Inverses 40
Practical Considerations 47
Gauss Elimination with Pivoting 53
Error Analysis 56


The Numerical Solution of Nonlinear Equations 73
Some Methods for Scalar Nonlinear Equations 77
Bisection 78
Regula Falsi 80
Newton’s Method 83
The Chord Method 87
Newton’s Method for Systems of Nonlinear Equations 92
Residual Correction 99
Convergence Analysis for Scalar Equations 102
Convergence Analysis for Systems 145

,The Approximation of Functions 158
Function Norms 158
Lagrange Interpolation Polynomial 166
Lagrange Interpolation Theorem 176
Chebyshev Polynomials 185
Chebyshev Theorem 191
Taylor Polynomial 207
Taylor Theorem 211
Local Polynomial Interpolation 216

Numerical Differentiation 231

Best Approximation in the · 2 240
Best Approximation in R3 240
Best Approximation in General 247
Gram-Schmidt Orthogonalization 256
Best Approximation in Function Space 259

Numerical Integration 268
Trapezoidal Rule 270
Simpson’s Rule 273
Gauss Quadrature 287

Discrete Least Squares Approximation 296
Linear Least Squares 298
General Least Squares 306

, Smooth Interpolation by Piecewise Polynomials 326
Cubic Spline Interpolation 330



Numerical Methods for Initial Value Problems 341
Numerical Methods 347
Stability of Numerical Approximations 355
Stiff Differential Equations 365



Boundary Value Problems in ODE 384
A Nonlinear Boundary Value Problem 400



Diffusion Problems 404
Nonlinear Diffusion Equations 417

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