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LU FACTORIZATION
METHOD
LU Factorization Method :
This method is based on the fact that every square matrix can be represented as a
product of lower and upper triangular matrix; i.e. [A]=[L]*[U]
[L]=Lower triangular matrix; [U]=Upper triangular matrix
Provided all the principle minors are non singular .
Let us consider we have : 𝑎11 𝑥 + 𝑎12 𝑦 + 𝑎13 𝑧 = 𝑏1
𝑎21 𝑥 + 𝑎22 𝑦 + 𝑎23 𝑧 = 𝑏2
𝑎31 𝑥 + 𝑎32 𝑦 + 𝑎33 𝑧 = 𝑏3
the system of equation can be represented as : [A]*[X]=[B]
now matrix A can be represented as [A]=[L]*[U]
[A]=[L]*[U]=
𝑙11 0 0
𝑙21 𝑙22 0
𝑙31 𝑙32 𝑙33
*
1 𝑢12 𝑢13
0 1 𝑢23
0 0 1
From here we have to find the values of the elements of lower & upper triangular
matrix.
Then : [A]*[X]=[B];
[L]*[U]*[X]=[B]; As : [A]=[L]*[U]
Now we have to consider that [U]*[X]=[Y] ----------(i)
So that [L]*[Y]=[B]---------------------(ii)
Now using the (ii) equ. We have to find the elements of matrix [Y];where [L],[B]
Is known to us.
Then using the matrix [Y] in equ. (i) we can find the unknown variable matrix
[X] & get the set of solution of the given equation.
 For example we have three equation given bellow and find the sol. By LU method :
8𝑥 − 3𝑦 + 2𝑧 = 20
4𝑥 + 11𝑦 − 𝑧 = 33
6x + 3𝑦 + 12𝑧 = 36
The given equ. Can be represented as : [A]*[X]=[B];
A=
8 −3 2
4 11 −1
6 3 12
,B=
20
33
36
,X=
𝑥
𝑦
𝑧
 A=L*U;

𝑙11 0 0
𝑙21 𝑙22 0
𝑙31 𝑙32 𝑙33
*
1 𝑢12 𝑢13
0 1 𝑢23
0 0 1
=
8 −3 2
4 11 −1
6 3 12
 Leading to : 𝑙11 = 8 ; 𝑙11 𝑢12 = −3 𝑢12 = −(
3
8
)
 𝑙11 𝑢13 = 2 𝑢13 =
1
4
;
 𝑙21 = 4; 𝑙21 𝑢12 + 𝑙22 = 11 𝑙21 = 11 − 𝑙21 𝑢12 = (
25
2
)
 𝑙21 𝑢13 + 𝑙22 𝑢23 = −1 𝑢23 = −
4
5
 𝑙31 = 6; 𝑙31 𝑢12 + 𝑙32 = 3 6 ∗ −
3
8
+ 𝑙32 = 3 𝑙32 = (
21
4
)
 𝑙31 𝑢13 + 𝑙22 𝑢23 + 𝑙33 = 12
𝑙33= (
567
50
) [using the values ]
 Hence [L]=
8 0 0
4 (
25
2
) 0
6 (
21
4
) (
567
30
)
& [U]=
1 −(
3
8
) (
1
4
)
0 1 (−
4
25
)
0 0 1
 Thus the equation A*X=B i.e. L*U*X=B
 Now consider L*Y=B ------------(I)
 where U*X=Y-------------(II)

8 0 0
4 (
25
2
) 0
6 (
21
4
) (
567
30
)
*
𝑌1
𝑌2
𝑌3
=
20
33
36
 So that : 8𝑌1 = 20 𝑌1 = (
5
2
)
 4𝑌1 +
25
2
∗ 𝑌2 = 33 𝑌2 = 33 − 4 ∗
5
2
∗
2
25
= (
46
25
)
 6𝑌1 +
21
4
𝑌2 +
567
50
𝑌3 = 36 𝑌3 =
567
50
∗ 36 − 15 − 21 ∗
23
50
= 1
 Now putting the values on equ. (ii) we get :

1 −(
3
8
) (
1
4
)
0 1 (−
4
25
)
0 0 1
*
𝑥
𝑦
𝑧
=
(
5
2
)
(
46
25
)
1
 which gives
 z= 1,
 𝑦 −
4
25
𝑧 = (
46
25
) y = (
46
25
) +
4
25
)=2
 𝑥 −
3
8
𝑦 +
𝑧
4
= (
5
2
) x = (
5
2
+
6
8
−
1
4
)=3

 Hence the set of solution is given as :
 𝑥 = 3 ; 𝑦 = 2 ; 𝑧 = 1 .
THANK YOU

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Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptx
 

LU FACTORIZATION METHOD

  • 2. LU Factorization Method : This method is based on the fact that every square matrix can be represented as a product of lower and upper triangular matrix; i.e. [A]=[L]*[U] [L]=Lower triangular matrix; [U]=Upper triangular matrix Provided all the principle minors are non singular . Let us consider we have : 𝑎11 𝑥 + 𝑎12 𝑦 + 𝑎13 𝑧 = 𝑏1 𝑎21 𝑥 + 𝑎22 𝑦 + 𝑎23 𝑧 = 𝑏2 𝑎31 𝑥 + 𝑎32 𝑦 + 𝑎33 𝑧 = 𝑏3 the system of equation can be represented as : [A]*[X]=[B] now matrix A can be represented as [A]=[L]*[U]
  • 3. [A]=[L]*[U]= 𝑙11 0 0 𝑙21 𝑙22 0 𝑙31 𝑙32 𝑙33 * 1 𝑢12 𝑢13 0 1 𝑢23 0 0 1 From here we have to find the values of the elements of lower & upper triangular matrix. Then : [A]*[X]=[B]; [L]*[U]*[X]=[B]; As : [A]=[L]*[U] Now we have to consider that [U]*[X]=[Y] ----------(i) So that [L]*[Y]=[B]---------------------(ii) Now using the (ii) equ. We have to find the elements of matrix [Y];where [L],[B] Is known to us. Then using the matrix [Y] in equ. (i) we can find the unknown variable matrix [X] & get the set of solution of the given equation.
  • 4.  For example we have three equation given bellow and find the sol. By LU method : 8𝑥 − 3𝑦 + 2𝑧 = 20 4𝑥 + 11𝑦 − 𝑧 = 33 6x + 3𝑦 + 12𝑧 = 36 The given equ. Can be represented as : [A]*[X]=[B]; A= 8 −3 2 4 11 −1 6 3 12 ,B= 20 33 36 ,X= 𝑥 𝑦 𝑧  A=L*U;  𝑙11 0 0 𝑙21 𝑙22 0 𝑙31 𝑙32 𝑙33 * 1 𝑢12 𝑢13 0 1 𝑢23 0 0 1 = 8 −3 2 4 11 −1 6 3 12  Leading to : 𝑙11 = 8 ; 𝑙11 𝑢12 = −3 𝑢12 = −( 3 8 )
  • 5.  𝑙11 𝑢13 = 2 𝑢13 = 1 4 ;  𝑙21 = 4; 𝑙21 𝑢12 + 𝑙22 = 11 𝑙21 = 11 − 𝑙21 𝑢12 = ( 25 2 )  𝑙21 𝑢13 + 𝑙22 𝑢23 = −1 𝑢23 = − 4 5  𝑙31 = 6; 𝑙31 𝑢12 + 𝑙32 = 3 6 ∗ − 3 8 + 𝑙32 = 3 𝑙32 = ( 21 4 )  𝑙31 𝑢13 + 𝑙22 𝑢23 + 𝑙33 = 12 𝑙33= ( 567 50 ) [using the values ]  Hence [L]= 8 0 0 4 ( 25 2 ) 0 6 ( 21 4 ) ( 567 30 ) & [U]= 1 −( 3 8 ) ( 1 4 ) 0 1 (− 4 25 ) 0 0 1  Thus the equation A*X=B i.e. L*U*X=B  Now consider L*Y=B ------------(I)  where U*X=Y-------------(II)
  • 6.  8 0 0 4 ( 25 2 ) 0 6 ( 21 4 ) ( 567 30 ) * 𝑌1 𝑌2 𝑌3 = 20 33 36  So that : 8𝑌1 = 20 𝑌1 = ( 5 2 )  4𝑌1 + 25 2 ∗ 𝑌2 = 33 𝑌2 = 33 − 4 ∗ 5 2 ∗ 2 25 = ( 46 25 )  6𝑌1 + 21 4 𝑌2 + 567 50 𝑌3 = 36 𝑌3 = 567 50 ∗ 36 − 15 − 21 ∗ 23 50 = 1  Now putting the values on equ. (ii) we get :  1 −( 3 8 ) ( 1 4 ) 0 1 (− 4 25 ) 0 0 1 * 𝑥 𝑦 𝑧 = ( 5 2 ) ( 46 25 ) 1  which gives  z= 1,  𝑦 − 4 25 𝑧 = ( 46 25 ) y = ( 46 25 ) + 4 25 )=2
  • 7.  𝑥 − 3 8 𝑦 + 𝑧 4 = ( 5 2 ) x = ( 5 2 + 6 8 − 1 4 )=3   Hence the set of solution is given as :  𝑥 = 3 ; 𝑦 = 2 ; 𝑧 = 1 .