CHAPTER 6 Generalized inverses of -idempotent...
Transcript of CHAPTER 6 Generalized inverses of -idempotent...
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CHAPTER 6
Generalized inverses of -idempotent matrix
Various generalized inverses [11] of a -idempotent matrix are studied and
the corresponding inverses for the elements in group
are determined (cf. theorem 2.1.9). A condition for the Moore Penrose inverse (see
definition 1.2.6) of a -idempotent matrix to be -idempotent is derived (cf.[34]). A
column and row inverse [41] of a -idempotent matrix is found in section 2 and then
it is shown that the group inverse (see definition 1.2.7) of a -idempotent matrix is
. A commuting pseudo inverse of the corresponding elements in group is also
found. The -idempotency of EP matrices [20,38,43] is analyzed in this chapter. An
equivalent condition for a -idempotent matrix to be EP is also determined.
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6.1 Moore Penrose inverse of -idempotent matrix
In this section ( -inverses, (2 -inverses, ( -inverses and ( -inverses of a
-idempotent matrix is found. Various generalized inverses for the matrices
in group (cf. theorem 2.1.9) are also found. A necessary condition
for the Moore Penrose inverse of a -idempotent matrix to be -idempotent is also
derived.
Theorem 6.1.1
If is a -inverse (generalized inverse) of a -idempotent matrix then
(i)
(ii)
(iii)
(iv) or
(v) or
Proof
(i)
(ii)
(iii) A similar proof may be given to show that as in (ii).
(iv)
by theorem 2.1.7 (c)
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Therefore .
In a similar manner, it can be proved that
( i.e., ).
(v)
by theorem 2.1.7 (c)
Therefore . In a similar manner, it can be proved that
( i.e., ).
Theorem 6.1.2
If is a -inverse (reflexive generalized inverse) of a -idempotent matrix
then
(i)
(ii)
(iii)
(iv) or
(v) or
Proof
The proof is analogous to the proof of theorem 6.1.1.
Theorem 6.1.3
If is a -idempotent matrix then .
Proof
(i)
by theorem 2.1.7 (c)
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(ii)
From (i) and (ii), we have .
Note 6.1.4
Using in theorems 6.1.1 and 6.1.2 we have ;
; ; ; .
It is also observed that each matrices commutes with their
respective -inverses.
Remark 6.1.5
The set of all -inverses of is given by (cf. corollary 1.2.15)
for some .
Since for a -idempotent matrix , we have
Theorem 6.1.6
If is a -inverse of a -idempotent matrix then
(i)
(ii)
(iii)
(iv)
(v)
Proof
By theorem 6.1.1, the -inverses of of the corresponding matrices is settled.
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(i)
Therefore
(ii)
Therefore
(iii)
Therefore .
(iv)
Therefore
(v)
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Therefore .
Theorem 6.1.7
If is a -inverse of a -idempotent matrix then
(i)
(ii)
(iii)
(iv)
(v)
Proof
The proof of (i) to (iii) are analogous to that of (i) to (iii) proved in theorem 6.1.6.
(iv)
Therefore .
(v)
Therefore .
Theorem 6.1.8
If is the Moore Penrose inverse of a -idempotent matrix then
(i)
(ii)
(iii)
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(iv)
(v)
Proof
Combining theorems 6.1.1, 6.1.2, 6.1.6 and 6.1.7 we see that the results (i) to (iii)
can be easily proved.
(iv) Since is the Moore Penrose inverse of a -idempotent matrix , we have is
a -inverse of by theorem 6.1.6. Similarly is a -inverse of by
theorem 6.1.7.
But we have by theorem 1.2.16
Therefore
by theorem 2.1.7 (c)
(v) By theorem 1.2.18, we have
Theorem 6.1.9
Let be a -idempotent matrix. If is hermitian then .
Proof
It is true that if is -idempotent then . by theorem 6.1.3
Also
Hence we have .
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Theorem 6.1.10
Let be a -idempotent matrix. Then commutes with the associated
permutation matrix .
Proof
If is a -idempotent matrix then by remark 2.1.4 , we see that
Therefore .
Theorem 6.1.11
Let be a -idempotent matrix. If is square hermitian then .
Proof
Since is square hermitian then .
Clearly . by theorem 6.1.3
It is true that
and
Therefore we have .
Theorem 6.1.12
Let be a -idempotent matrix. If is EP (range hermitian) then is also
-idempotent.
Proof
Assume that is EP .By theorem 1.2.13 , we have
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(1)
by
(2)
by
(3)
by
by
by
(4)
by
by
by
From (1) to (4), we see that
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Hence
by theorem 1.2.8
by
Therefore is -idempotent.
Corollary 6.1.13
Let be a -idempotent matrix. If is normal then is also -idempotent.
Proof
If is normal then clearly is EP
By theorem 6.1.12, is also -idempotent.
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6.2 Group inverse of -idempotent matrix
In this section, a generalized inverse of a -idempotent matrix whose column
space is identical with the column space of is to be found. This is known as column
inverse or -inverse and it is denoted by
. Similarly, a generalized inverse of the
matrix whose row space is identical with the row space of is to be found. This is
known as row inverse or -inverse and it is denoted by
. The following lemma
establishes the existence of such inverses (cf.[41]).
Lemma 6.2.1
Given matrices and of order , a necessary and sufficient condition for the
matrix to have a generalized inverse such that and
[where denotes the column space of ], is that rank rank .
An inverse with the required property is unique such that if
rank rank rank .
Proof
Let be a generalized inverse of .
Then
But rank rank
rank rank
Therefore we have
rank rank
Hence, rank rank
But rank rank
rank
rank rank by
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From and , we have rank rank
By lemma 1.2.20 , it follows that is a generalized inverse of .
Now,
This implies that
rank rank and rank rank
and for some matrices and
Hence
Therefore and ( i.e.,
implies that
implies that
Theorem 6.2.2
Let be a -idempotent matrix and let be any generalized inverse
of whose column space is identical with the column space of (column inverse
)
is expressible in the form and a generalized inverse of whose
row space is identical with the row space of [row inverse
] is in the form
.
Proof
We see that rank rank rank .
Taking and in lemma 6.2.1, we have rank rank .
Hence the condition is satisfied.
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Therefore . It follows that
by theorem 6.1.1
In a similar manner, taking and in lemma 6.2.1, we have
rank rank . Hence the condition is satisfied.
Therefore . It follows that
by theorem 6.1.1
Hence the theorem is proved.
Theorem 6.2.3
Let be a -idempotent matrix. If
is a -inverse (column inverse) of then
(i)
(ii)
(iii)
(iv)
(v)
Proof
By theorem 6.2.2, we see that see
(i)
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(ii)
(iii)
(iv)
(v)
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Hence the theorem is proved.
Theorem 6.2.4
Let be a -idempotent matrix. If
is a -inverse (row inverse) of then
(i)
(ii)
(iii)
(iv)
(v)
Proof
By theorem 6.2.2, we see that see
(i)
(ii)
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(iii)
(iv)
(v)
Hence the theorem is proved.
Remark 6.2.5
Taking in lemma 6.2.1, we have is the
unique generalized inverse with row and column space coincident with that of a
-idempotent matrix .
By lemma 1.2.17,we have
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A reflexive generalized inverse satisfying the property is known as group inverse
and it is denoted by . It is true that a group inverse when exists is unique.
Theorem 6.2.6
If is the group inverse of a -idempotent matrix then
(i)
(ii)
(iii)
(iv)
(v)
(vi)
Proof
By theorem 6.1.3, we have .
Since , we have .
By the note 6.1.4, we see that (ii) to (vi) can be easily proved.
Remark 6.2.7
For a square matrix of order , Drazin defined a pseudo inverse satisfying the
following conditions
i.
ii. , for some positive integer .
iii.
-is known as commuting pseudo inverse of (cf.[41]) and it is denoted by . The
smallest positive integer for which the above condition is satisfied, is called the index of
. It is true that exists and is unique (cf.[41]).
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Theorem 6.2.8
If is the commuting pseudo inverse of a -idempotent matrix then
(i)
(ii)
(iii)
(iv)
(v)
(vi)
Proof
(i)
. Hence the index of is one.
Therefore .
The proof of (ii) is similar to (i).
(iii) Clearly commutes with itself.
Since is a tripotent matrix [by theorem 2.1.7 (e)], we have
It follows that .
The proof of (iv) is similar to (iii).
(v) Since is idempotent [by theorem 2.1.7 (d)], it is obvious that
(vi) commutes with itself.
Since is tripotent ,we have
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Hence the proof of the theorem.
Theorem 6.2.9
If is -idempotent matrix such that where is a Jordan normal form
of then .
Proof
If is -idempotent matrix, we have rank rank .
By theorem 1.2.18,
Since is -idempotent,
by theorem 6.2.6
Since , we have
From and ,
Therefore .
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6.3 -idempotency of EP matrix
In this section, an equivalent condition for a -idempotent matrix to be EP is
derived.
Theorem 6.3.1
Let be a -idempotent matrix. Then and are complementary
subspaces of the unitary space.
Proof
It is true that and are clearly subspaces of the unitary space.
Let . Hence there exists a vector such that
and
It follows that .
Therefore .
Remark 6.3.2
A basis for is useful in a number of applications such as, for example
numerical computation of Moore Penrose inverse and group inverse. The general solution
of the linear non-homogenous equation is the sum of any particular solution and
the general solution of the homogenous equation . This general solution consists
of all linear combinations of the elements of any basis . A basis for the range space
and null space of a -idempotent matrix as in example 2.1.2 are given by
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Basis of
Basis of
Theorem 6.3.3
Let be a -idempotent matrix. Then the following are equivalent.
(1) is square hermitian
(2) is hermitian
(3)
(4) is EP
Proof
(1)⟹(2):
Since is square hermitian,
Hence is hermitian.
(2)⟹(3):
By theorem 6.1.9 , we have
by theorem 6.2.6
By theorem 1.2.13, we see that
is EP if and only if . That is (3) is equivalent to (4).
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Corollary 6.3.4
Let be a -idempotent matrix. If is cube hermitian then reduces to an
idempotent matrix.
Proof
Since is cube hermitian, we have
by theorem 2.1.7 (c)
by
This implies that is hermitian. By theorem 6.3.3 , the matrix is square hermitian.
From and , we have .
Thus and hence is idempotent.
Theorem 6.3.5
Let be a -idempotent matrix. If is EP then and are also EP.
Proof
If is EP then . by theorem 6.3.3
by theorem 6.2.6
by theorem 6.2.6
Therefore is EP.
From ,
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Therefore is EP.
Theorem 6.3.6
Let be a -idempotent matrix. If is a EP matrix then
Proof
By theorem 1.2.13 , if is a EP matrix then
By theorem 6.1.8, we have
by