Content • Adding, Subtracting and Multiplying Matrices • Matrix Inversion • Example: c12 = (2x2) + (3x3) + (4x4) = 29 Calculate the determinant of this as:
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[PDF] Topic 3: MATRICES
Content • Adding, Subtracting and Multiplying Matrices • Matrix Inversion • Example: c12 = (2x2) + (3x3) + (4x4) = 29 Calculate the determinant of this as:
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Topic 3: MATRICES
Jacques (3rd Edition):
Chapter 7.1- 7.2
Content
•Adding, Subtracting and MultiplyingMatrices
•Matrix Inversion •Example: Model of National IncomeA Vector: list of numbers arran
g ed in a row or column e. g . consumption of 10 units X and 6 units of Y g ives a consumption vecto r (X,Y) of (10,6) (6,10)A Matrix: a two-dimensional arra
y o f numbers arran g ed in rows an d columns e.g. A =232221131211
aaaaaa a 2 X 3 matrix with 2 rows and 3 columns component a ij in the matrix is in the i th row and the j th column e.g. let a ij be amount g ood j consumed by individual i - columns1-3:represent goods X, Y& Z - rows 1-2:represent individuals 1 & 2Matrix of consumption
C =232221131211
cccccc6045100
Individual 1 consumes 0 of X, 10 of Y
and 5 of ZIndividual 2 consumes 4 of X, 0 of Y an
d6 of Z
NOTERow Vector is a matrix with only 1 row :
A = [5 4 3] 1 X 3 matrix
Column Vectoris a matrix with only 1
column : A = 3 453 X 1 matrix
Transposing Matrices
A =232221131211
aaaaaa2 X 3 matrix
Then A T231322122111
aaaaaa3X2 matrix
the transpose of a matrix replaces rowsb y columns. A=6045100
then A T6501040
Adding and Subtracting Matrices
Matrices must have same number o
f rows and columns, m X nJust add (subtract) the corresponding
elements.....A + B + C = D i.e. a
ij + b ij + c ij = d ij 562152331
6125
1439
A - B = E i.e. a
ij - b ij = e ij 55546125
1439
Multiplying Matrices To multiply A and B,
N o. Columns in A = No. Rows in BThen A x B = C
(1x 3) (3x 2) = (1x 2) 1211323122211211
131211
cc bbbbbb .aaa c 11 = (a 11 .b 11 )+ (a 12 .b 21) +(a 13 .b 31
c 12 = (a 11 .b 12 )+ (a 12 .b 22
) +(a 13 .b 32
2925
423521
432c 11 = (2x1) + (3x5) + (4x2) = 25 c 12 = (2x2) + (3x3) + (4x4) = 29
2423222114131211
114521011213
401012
cccccccc.5617234527
c 11 = (2x3) + (1x1) + (0x5) = 7 c 12 = (2x1) + (1x0) + (0x4) = 2 c 13 = (2x2) + (1x1) + (0x1) = 5 c 14 = (2x1) + (1x2) + (0x1) = 4 c 21= (1x3) + (0x1) + (4x5) = 23 c 22
= (1x1) + (0x0) + (4x4) = 17 c 23
= (1x2) + (0x1) + (4x1) = 6 c 24
= (1x1) + (0x2) + (4x1) = 5
SCALAR MULTIPLICATION
If A =
22211211
aaaaThen 3A =
22211211
3333aaaa A = 1234
then 2A = 2468
And 3A =
36912Practice Transposing, Adding, Subtracting and
Multiplying Matrices using examples from any Text
Book - or simply by writing down some simple
matrices yourself....Determinant of a Matrix If A =
dcba aaaa22211211
Now we can find the determinant......
Multiply elements in any one row or any
one column by corresponding co-factors, and sum.....Select row 1.... |A| = a
11 .C 11 + a 12 .C 12 ad - bcSelect column 2
|A| = a 12 .C 12 + a 22.C 22
= b(-c)+da
MATRIX INVERSION
Square matrix: no. rows = no. columns
Identity Matrix I: AI = A and IA = A
I = 1001(for 2 X 2 matrix)
Inverse Matrix A
-1 : A.A -1 = I A -1 .A= I TO INVERT
2 X 2 M ATRIXIf A =
dcba1) Get Cofactor Matrix:
abcd2) Transpose Cofactor Matrix:
acbd 1) multiply matrix by |A|1 so acbd bcad1 (i.e. divide each element by ad- bc) If |A| =0 then there is no inverse......(matrix is singular)Example....find the inverse of matrix A
A = 4321|A| = ad-bc = (1.4)-(2.3) = -2 (non-singular) A -1 1324
21
21
23
12
Check : A.A
-1 = I = 1001Example....find the inverse of matrix B
B = 10542|B| = ad - bc = (2.10) - (4.5) = 0 therefore, matrix is singular and inverse does not exist
Example Expenditure model of national
incomeY = Income
C = Consumption
I = Investment
G = Government expenditure
Y = C+I+G (1)
The consumption function is
C = a + bY (2)
N ote C and Y are endogenous. I and G are exogenous.How to solve for values of endogenous
variables Y and C?Method 1
Solve the above equations directly,
substituting expression for C in eq. (2) into eq. (1)Thus, Y = a + bY+I+G
Solve for Y as:
Y - bY = a + I + G
Y(1 - b) = a + I + G
Thus, bGIaY 1Substitute this value for Y into eq. (2) an
d solve for C: babGI bGIabaC 1)( 1Method 2 N
ow solve the same problem using matrix algebra:Rewrite (1) and (2) with endogenous
variables, C and Y, on left hand sideFrom eq. 1: Y - C = I + G
From eq. 2: -bY + C = a
Now write this in matrix notation:
aGI CY b111 or A.X = BWe can solve for the endogenous variables
X, by calculating the inverse of the A
matrix and multiplying by B:Since AX=B
X=A -1 BTo invert the 2 X 2 A matrix, recall the
steps from earlier in the lectureIf A =
dcba , then A -1 acbd bcad1In this case, where
111bA the determinant of A is : |A| = 1.1 - [- 1.- b] = 1 - b
Cofactor Matrix:
111bTranspose Cofactor Matrix:
111b