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Lecture
Matrix Factorization: LU Decomposition
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Matrix Factorizations: LU Decomposition
Introduces LU decomposition for efficient linear equation solving using matrix factorization.
Linear Systems: Diagonal and Triangular Matrices, LU Factorization
Covers linear systems, diagonal and triangular matrices, and LU factorization.
Characterization of Invertible Matrices
Explores the properties of invertible matrices, including unique solutions and linear independence.
LU Decomposition: Linear Systems Applications
Covers the LU decomposition method applied to linear systems, presenting the system in two steps.
Numerical Analysis: Direct Methods for Linear Systems
Covers direct methods for solving linear systems in numerical analysis.
Linear Systems: LU Factorization with Pivoting
Explains the Gaussian elimination algorithm with pivoting and LU factorization for linear systems.
Linear Algebra Review
Covers the basics of linear algebra, including matrix operations and singular value decomposition.
Cholesky Factorization: Theory and Algorithm
Explores the Cholesky factorization method for symmetric positive definite matrices.
Direct Methods for Linear Systems of Equations
Explores direct methods for solving linear systems of equations, including Gauss elimination and LU decomposition.
Singular Value Decomposition: Applications and Interpretation
Explains the construction of U, verification of results, and interpretation of SVD in matrix decomposition.