394 The Basics of financial economeTrics
The transpose of A, denoted AT or A' is the m × n matrix whose ith row is
the ith column of A:
AT={}ajimn
The following should be clear from this definition:
()AAT =
T
and that a matrix is symmetric if and only if
AAT=
Addition Consider two n × m matrices:
A={}aij nm and B={}bijnm
The sum of the matrices A and B is defined as the n × m matrix obtained by
adding the respective elements:
AB+={}abij+ ij nm
Note that it is essential for the definition of addition that the two matrices
have the same order n × m.
The operation of addition can be extended to any number N of sum-
mands as follows:
Ai
s
N
s
s
N
nm
aij
==
∑∑=
(^11)
where asij is the generic i,j element of the sth summand.
Multiplication Consider a scalar c and a matrix
A={}aijnm
The product cA = Ac is the n × m matrix obtained by multiplying each ele-
ment of the matrix by c:
ccAA=={}caij nm