21.1. REVIEWOFVECTORSANDMATRICES 307
or,foreachcomponentofthetransformedcolumnvector,
vi′=
∑D
j=1
mijvj (21.9)
Likewise,amatrixtransformsrowvectorsaccordingtotherule
[w 1 ′,w′ 2 ] = [w 1 ,w 2 ]
[
m 11 m 12
m 21 m 22
]
= [(w 1 m 11 +w 2 m 21 ),(w 1 m 12 +w 2 m 22 )] (21.10)
or,foreachcomponentofthetransformedrowvector
wi′=
∑D
j=1
wjmji (21.11)
TwomatricesAandBcanbemultipliedtoformathirdmatrixC=ABaccording
totherule
[
c 11 c 12
c 21 c 22
]
=
[
a 11 a 12
a 21 a 22
][
b 11 b 12
b 21 b 22
]
=
[
a 11 b 11 +a 12 b 21 a 11 b 12 +a 12 b 22
a 21 b 11 +a 22 b 21 a 21 b 12 +a 22 b 22
]
(21.12)
or,intermsofmatrixcomponents,
cij=
∑D
k=1
aikbkj (21.13)
TheHermitian ConjugateM† ofa matrixM, withcomponents mij is the
transposecomplexconjugateofM,i.e.
M†=
[
m∗ 11 m∗ 21
m∗ 12 m∗ 22
]
(21.14)
or,ingeneral,ifwedenoteby[A]ijthei,jcomponentofthematrixA,
[M†]ij=[M]∗ji (21.15)
TheDeterminantofamatrixMisthesumofproductsofcomponents
det(M)=
∑D
i 1 =1
∑D
i 2
...
∑D
iD=1
!i 1 i 2 ...iDm 1 i 1 m 2 i 2 m 3 i 3 ....mDiD (21.16)