Question
Question: If A and B are two matrices such that rank of A = m and rank of B = n, then \[\begin{aligned} ...
If A and B are two matrices such that rank of A = m and rank of B = n, then
& A.\text{Rank}\left( AB \right)=\text{inn} \\\ & \text{B}\text{.Rank}\left( AB \right)\ge \text{Rank}\left( A \right) \\\ & C.\text{Rank}\left( AB \right)\ge \text{Rank}\left( B \right) \\\ & D.\text{Rank}\left( AB \right)\le \text{min}\left( \text{RankA,RankB} \right) \\\ \end{aligned}$$Solution
In this question, we have to find the nature of the rank of a product of two matrices if the rank of individual matrices is given. We will use the property of the rank of the matrix which are:
(i) Rank of a matrix is the dimension of range R(M) of matrix M. So rank (M) = dim (R(M)).
(ii) dim(V)≤dim(W) if V is a subset of vector space W.
(iii) R(AB)≤R(A) i.e. range of matrix AB is less than equal to range of matrix A.
Complete step-by-step solution:
Here we are given two matrices A and B whose ranks are m and n respectively.
We know that the ratio of a matrix M is the dimension of the range of the matrix M. Range of the matrix M is written as P (M). Therefore, we can write the rank of the matrix M as rank (M) = dim R(M).
Now for finding the rank of matrix AB.
rank(AB)=dim(R(AB))⋯⋯⋯(1).
Also for rank of matrix A, rank(A)=dim(R(A))⋯⋯⋯(2).
We know that, range of product of two matrices A and B is less than or equal to the range of the individual matrix i.e. we can say R(AB)≤R(A),R(AB)≤R(B)⋯⋯⋯(3).
Now we know that for V to be subset of vector space W, dimension of V is less than that or equal to dimensions of W. Therefore, dim(V)≤dim(W)⋯⋯⋯(4).
Hence, using (1), (2), (3) and (4) we get:
rank(AB)=dim(R(AB))≤dim(R(A))=rank(A).
So we conclude that, rank(AB)≤rankA.
Similarly, we can say that rank(B)=dim(R(B)),R(AB)≤R(B).
Hence, rank(AB)=dim(R(AB))≤dim(R(B))=rank(B).
So we conclude that rank(AB)≤rankB.
Now, as we can see that rank(AB)≤rankA and rank(AB)≤rankB. So if rank A is less than rank B then rank AB will be less than or equal to rank A.
Hence we can say that rank AB is less than or equal to the minimum of rank A and rank B.
Hence option D is the correct answer.
Note: Students should know all definitions of rank of a matrix, range of a matrix and dimension of matrix to solve this question. They should note that, if matrix B is nonsingular then rank(AB)=rankA.