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Decomposi
tions
Linear Algebra 9.1
• Up to now, we have focused on two methods for solving linear
systems, Gaussian elimination (reduction to row echelon form)
and Gauss–Jordan elimination (reduction to reduced row echelon
form). While these methods are fine for the small-scale problems
in this text, they are not suitable for large-scale problems in which
computer roundoff error, memory usage, and speed are concerns.
• In this section we will discuss a method for solving a linear system
of n equations in n unknowns that is based on factoring its
coefficient matrix into a product of lower and upper triangular
matrices. This method, called “LU-decomposition,” is the basis for
many computer algorithms in common use.
Practical use of LU-
Decomposition
LU-
Decomposition
𝑬𝟏
−𝟏
𝑬𝟐
−𝟏
𝑬𝟑
−𝟏
𝑬𝟒
−𝟏
𝑬𝟓
−𝟏
Solving Linear
Systems by
Factoring
LU-
Decompositions
Are Not Unique
LDU-
Decompositions
1.LU-Decompositions-05052023-082207pm.pptx
1.LU-Decompositions-05052023-082207pm.pptx
1.LU-Decompositions-05052023-082207pm.pptx
1.LU-Decompositions-05052023-082207pm.pptx

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1.LU-Decompositions-05052023-082207pm.pptx