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Question: Find the rank of a 5 x 6 matrix A for which $Ax=0$ has a two-dimensional solution space....

Find the rank of a 5 x 6 matrix A for which Ax=0Ax=0 has a two-dimensional solution space.

A

4

B

5

C

8

D

6

Answer

4

Explanation

Solution

The problem asks us to find the rank of a 5x6 matrix A, given that the homogeneous system Ax=0Ax=0 has a two-dimensional solution space.

Let A be an m×nm \times n matrix. In this case, m=5m=5 (number of rows) and n=6n=6 (number of columns).

The solution space of Ax=0Ax=0 is also known as the null space of A, denoted as N(A)N(A). The dimension of the null space is called the nullity of A, i.e., nullity(A) = dim(N(A)N(A)). According to the problem statement, the solution space is two-dimensional, so nullity(A) = 2.

The Rank-Nullity Theorem states that for any matrix A, the sum of its rank and nullity is equal to the number of columns of the matrix. Mathematically, this is expressed as:

rank(A) + nullity(A) = n

where n is the number of columns of A.

Substitute the given values into the Rank-Nullity Theorem:

Here, n = 6 and nullity(A) = 2.

rank(A) + 2 = 6

Solving for rank(A):

rank(A) = 6 - 2

rank(A) = 4

The rank of a matrix A is the maximum number of linearly independent rows or columns. For an m×nm \times n matrix, the rank can be at most min(m,n)\min(m, n). In this case, min(5,6)=5\min(5, 6) = 5. Our calculated rank of 4 is consistent with this property, as 454 \le 5.