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© 2012 Pearson Education, Inc.
Math 337-102
Lecture 6
LU Factorization
Computer Graphics
Determinants
Slide 2.2- 2© 2012 Pearson Education, Inc.
LU Factorization
 Factor A = LU
 A is mxn
 A does NOT have to be square!!!
 L is mxm (square) – Lower Triangular with 1’s on the
diagonal
 U is mxn  REF(A)
Using LU to Solve Ax = b
 Ax = b
 (LU)x = b
 L(Ux) = b
 Let y = Ux
 Solve Ly = b
 Then Ux = y
Slide 2.2- 3© 2012 Pearson Education, Inc.
LU Example
Slide 2.2- 4© 2012 Pearson Education, Inc.
Finding L and U
 U is Row Echelon Form of A using row
replacement only
 No interchanges or scaling!!!!
 L entries are such that the same
sequence of row operations that reduce A
to U will reduce L to I.
Slide 2.2- 5© 2012 Pearson Education, Inc.
Finding L and U - Example
Slide 2.2- 6© 2012 Pearson Education, Inc.
Using LU to solve Ax = b
 Factor A as LU
 Solve Ly = b for y
 Solve Ux = y for x
Slide 2.2- 7© 2012 Pearson Education, Inc.
Computer Graphics
Computer Graphics
Slide 2.2- 9© 2012 Pearson Education, Inc.
Translations – Homogeneous Coordinates
Slide 2.2- 10© 2012 Pearson Education, Inc.
Determinants
Slide 2.2- 11© 2012 Pearson Education, Inc.
Determinants – Co-Factors
Slide 2.2- 12© 2012 Pearson Education, Inc.
Determinants by Co-Factor Expansion
Slide 2.2- 13© 2012 Pearson Education, Inc.
Cofactor Expansion Example
Slide 2.2- 14© 2012 Pearson Education, Inc.
Cofactor Expansion Example
Slide 2.2- 15© 2012 Pearson Education, Inc.
Determinants of Triangular Matrices
Slide 2.2- 16© 2012 Pearson Education, Inc.
Row Operations and Determinants
 Thm 3-3: Let A be a square matrix.
a)If a multiple of one row is added to another
row to produce a matrix B, then |B| = |A|
b)If two rows are interchanged to produce B,
then |B| = -|A|
c)If one row of A is multiplied by k to produce
B, then |B| = k|A|
Slide 2.2- 17© 2012 Pearson Education, Inc.
Row Operations and Determinants
 Row replacement does not change determinant
 Row interchange negates the determinant
 Scaling – think of as factoring
Slide 2.2- 18© 2012 Pearson Education, Inc.

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Lecture 6 lu factorization & determinants - section 2-5 2-7 3-1 and 3-2

  • 1. © 2012 Pearson Education, Inc. Math 337-102 Lecture 6 LU Factorization Computer Graphics Determinants
  • 2. Slide 2.2- 2© 2012 Pearson Education, Inc. LU Factorization  Factor A = LU  A is mxn  A does NOT have to be square!!!  L is mxm (square) – Lower Triangular with 1’s on the diagonal  U is mxn  REF(A)
  • 3. Using LU to Solve Ax = b  Ax = b  (LU)x = b  L(Ux) = b  Let y = Ux  Solve Ly = b  Then Ux = y Slide 2.2- 3© 2012 Pearson Education, Inc.
  • 4. LU Example Slide 2.2- 4© 2012 Pearson Education, Inc.
  • 5. Finding L and U  U is Row Echelon Form of A using row replacement only  No interchanges or scaling!!!!  L entries are such that the same sequence of row operations that reduce A to U will reduce L to I. Slide 2.2- 5© 2012 Pearson Education, Inc.
  • 6. Finding L and U - Example Slide 2.2- 6© 2012 Pearson Education, Inc.
  • 7. Using LU to solve Ax = b  Factor A as LU  Solve Ly = b for y  Solve Ux = y for x Slide 2.2- 7© 2012 Pearson Education, Inc.
  • 9. Computer Graphics Slide 2.2- 9© 2012 Pearson Education, Inc.
  • 10. Translations – Homogeneous Coordinates Slide 2.2- 10© 2012 Pearson Education, Inc.
  • 11. Determinants Slide 2.2- 11© 2012 Pearson Education, Inc.
  • 12. Determinants – Co-Factors Slide 2.2- 12© 2012 Pearson Education, Inc.
  • 13. Determinants by Co-Factor Expansion Slide 2.2- 13© 2012 Pearson Education, Inc.
  • 14. Cofactor Expansion Example Slide 2.2- 14© 2012 Pearson Education, Inc.
  • 15. Cofactor Expansion Example Slide 2.2- 15© 2012 Pearson Education, Inc.
  • 16. Determinants of Triangular Matrices Slide 2.2- 16© 2012 Pearson Education, Inc.
  • 17. Row Operations and Determinants  Thm 3-3: Let A be a square matrix. a)If a multiple of one row is added to another row to produce a matrix B, then |B| = |A| b)If two rows are interchanged to produce B, then |B| = -|A| c)If one row of A is multiplied by k to produce B, then |B| = k|A| Slide 2.2- 17© 2012 Pearson Education, Inc.
  • 18. Row Operations and Determinants  Row replacement does not change determinant  Row interchange negates the determinant  Scaling – think of as factoring Slide 2.2- 18© 2012 Pearson Education, Inc.