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Lecture
Direct Methods for Solving Linear Equations
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Related lectures (45)
Untitled
QR Factorization: Least Squares System Resolution
MOOC: Linear Algebra (Part 3)
Covers the QR factorization method applied to solving a system of linear equations in the least squares sense.
SVD: Singular Value Decomposition
Covers the concept of Singular Value Decomposition (SVD) for compressing information in matrices and images.
Linear Algebra Review
Covers the basics of linear algebra, including matrix operations and singular value decomposition.
Linear Systems: Convergence and Methods
Explores linear systems, convergence, and solving methods with a focus on CPU time and memory requirements.
Diagonalization Techniques: Jacobi Method
Covers the Jacobi method, Givens rotation, QR decomposition, and diagonalization techniques in computational physics.
LU Decomposition: Basics
MOOC: Numerical Analysis for Engineers
Covers the basics of LU decomposition, focusing on identifying coefficients of matrices A and LU.
Factorisation LU
Explains Gaussian elimination and LU factorization for solving linear systems of equations.
Matrix Decompositions: LU, Cholesky, QR, Eigendecomposition
Explores matrix decompositions, algorithms, computational complexity, and predator-prey interactions in numerical linear algebra.
LU Decomposition: Linear Systems Applications
MOOC: Linear Algebra (Part 1)
Covers the LU decomposition method applied to linear systems, presenting the system in two steps.
Linear Systems: Diagonal and Triangular Matrices, LU Factorization
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Covers linear systems, diagonal and triangular matrices, and LU factorization.
Linear Systems: Direct Methods
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Explores linear systems, Gaussian elimination, LU decomposition, and matrix types.
Singular Value Decomposition: Applications and Interpretation
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Explains the construction of U, verification of results, and interpretation of SVD in matrix decomposition.
Linear Systems: Direct Methods
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Explores linear systems, direct methods, Gauss elimination, LU decomposition, and computational complexity.
Numerical Analysis: Direct Methods for Linear Systems
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Covers direct methods for solving linear systems in numerical analysis.
Characterization of Invertible Matrices
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Explores the properties of invertible matrices, including unique solutions and linear independence.
Cholesky Factorization: Theory and Algorithm
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Explores the Cholesky factorization method for symmetric positive definite matrices.
Matrix Inversion
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Explores matrix inversion, conditions for invertibility, uniqueness of the inverse, and elementary matrices for inversion.
Gram-Schmidt Algorithm: Orthogonalization and QR Factorization
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Introduces the Gram-Schmidt algorithm, QR factorization, and the method of least squares.
Linear Systems: Direct Methods
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Covers the formulation of linear systems, direct and iterative methods for solving them, and the cost of LU factorization.
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