Sec 3.5 Inverses of Matrices Where A is nxn Finding the inverse of A: Seq or row operations.
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Transcript of Sec 3.5 Inverses of Matrices Where A is nxn Finding the inverse of A: Seq or row operations.
Sec 3.5 Inverses of Matrices
IAA 1* Where A is nxn
Finding the inverse of A:
IA 1AISeq or row operations
Finding the inverse of A:
100***
010***
001***
******
******
*****1
*****0
*****0
*****1
*****0
****10
*****1
****00
****10
*****1
***100
****10
*****1
***100
***010
***0*1
***100
***010
***001
A
1A
ExampleFind inverse
1223
1341
511
A
Properties
ABBA )1CBACBA )()( )2
CABBCA )()( )3 ACABCBA )( )4
BCACCBA )( )5
Fact1: AB in terms of columns of B
],,,[ 21 nbbbB
],,,[ 21 nAbAbAbAB
Fact1: Ax in terms of columns of AT
nxxxx ],,,[ 21
naxaxaxAx 22211
Basic unit vector:
,
0
1
0
,
0
0
1
21
ee
0
1
0
je J-th location
????jAe
????AI
Def: A is invertable if
There exists a matrix B such that IBAAB
TH1: the invers is unique
TH2: the invers of 2x2 matrix
dc
baA
ac
bdA
det
1bcad det Example
Find inverse
95
64A
TH3: Algebra of inverse
If A and B are invertible, then
AAA -111 )( and invertable is 1
nnn AAAn )()( and invertible is ,0 11 2
111)( ABAB3
11111)( ABCDABCD4
TH4: solution of Ax = b
vector-n a is andmatrix invertiblenxn is bA
bAx bAx 1 sol uique a has
Example Solve
1895
664
yx
yx
Def: E is elementary matrix if
1) Square matrix nxn
2) Obtained from I by a single row operation
01
101E
102
010
001
2E
10
01I
100
010
001
I
21 RR
312 RR
Which of these matrices are elementary matrices
01
151E
100
010
021
2E
0001
0100
0010
1000
4E
010
100
021
3E
1100
0100
0011
0001
5E
1000
1100
0010
0001
5E
REMARK: Let E corresponds to a certain elem row operation.
It turns out that if we perform this same operation on matrix A , we get the product matrix EA
102
010
001
1E
100
010
001
I312 RR
102
413
211
A312 RR
520
413
211
1A AEA 11
520
413
211
1A
413
520
211
2A32 RR
010
100
001
2E ????
NOTE: Every elementary matrix is invertible
102
010
001
1A
100
010
001
I312 RR
100
010
001
I312 RR
102
010
001ˆ
3E
33ˆ EEI
102
010
001
3E
001
010
100
1E
100
010
001
I31 RR
??11 E
100
050
001
2E
100
010
001
I25R
??12 ETypeI TypeII
TypeIII??13 E
001
010
1001
1E
100
00
001
511
2E
102
010
0011
3En??observatioAny
Sec 3.5 Inverses of Matrices
IA 1AI
TH6: A is row equivalent to
identity matrix I
*1A *2A Row operation 1 Row operation 2 Row operation 3 Row operation k
AEA 11 122 AEA 1 kkAEI
AEEEEI kk 121
1211 EEEEA kk
1121
EEEEA kk
111
12
11
kk EEEEA
211 kkk AEA
1-A into I transforms
also I intoA sform that tranoperationsrow elementary of sequence the:Note
A
is invertible
A is invertable
A is a product of elementary
matrices
Example Solve
4253
1365
2234
zyx
zyx
zyx
4
1
2
253
365
234
z
y
x
9117
221
3431A
39
8
14
4
1
21A
z
y
x
Solving linear system
Example Solve
025303650234
zyxzyxzyx
0
0
0
253
365
234
z
y
xWhat is the
solution
Quiz2: SAT in Class (3.3+3.4)
1) Given a matrix A find the reduced row echelon form
0113
0011
0212
A
2) Use the method of Gauss-Jordan elimination to solve the following system (find the solution in vector form (i.e) as a linear combination of vectors)
01000
00100
00091
Quiz3: Sund online (3.3+3.4)
Example Solve
9117
221
3431A
Matrix Equation
253
365
234
A
1425
5147
6213
B
BAX
BAX 1
In certain applications, one need to solve a system Ax = b of n equations in n unknowns several times but with different vectors b1, b2,..
11 bAx 22 bAx kk bAx
kk bbbAxAxAx 2121
kk bbbxxxA 2121
BAX Matrix Equation
Definition: A is nonsingular matrix if the system has only
the trivial solution
0Ax
0x
101
010
011
A
ExampleShow that A is nonsingular
RECALL: Definitions
invertible Row equivalent
nonsingular
AInvertible
Theorem7:(p193) Arow equivalent
I
Anonsingular
Ax = b
Every n-vector b
has unique sol
Ax = b
Every n-vector b
is consistent
Ax = 0
The system
has only the trivial sol
Ais a product of
elementary matrices
TH7: A is an nxn matrix. The following is equivalent
(a) A is invertible
(b) A is row equivalent to the nxn identity matrix I
(c) Ax = 0 has the trivial solution
(d) For every n-vector b, the system A x = b has a unique solution
(e) For every n-vector b, the system A x = b is consistent
Problems (page194)
34) Show that a diagonal matrix is inverible if and only if each diagonal element is nonzero. In this case , state concisely how the invers matrix is obtained.
35) Let A be an nxn matrix with either a row or a column consisting only of zeros. Show that A is not invertible.
41) Show that the i-th row of the product AB is Ai B, where Ai is the i-th row of the matrix A.
AInvertiblenot
True & False Arow equivalent
I
Anonsingular
Ax = b
Every n-vector b
has unique sol
Ax = b
Every n-vector b
is consistent
Ax = 0
The system
has only the trivial sol
Ais a product of
elementary matrices
? ??? ? ?