Question #32983

Let U and V be vector spaces over a field F and dim U = n. Let
T:U→V
be a linear operator, then rank (T) + nullity (T) = ……
0
1
n-1
n

Expert's answer

Let UU and VV be vector spaces over a field FF and dimU=n\dim U = n. Let T:UVT: U \to V be a linear operator, then rank(T)+nullity(T)=\operatorname{rank}(T) + \operatorname{nullity}(T) = \dots

a. 0

b. 1

c. n1n - 1

d. nn

Solution.

Use the rank-nullity theorem to prove it. The theorem states that the rank and the nullity of a matrix add up to the number of columns of the matrix. Specifically, if AA is an m-by-n matrix (with m rows and n columns) over some field, then


rankA+nullityA=n.\operatorname{rank} A + \operatorname{nullity} A = n.


So we have two vector spaces UU and VV over a field FF and T:UVT: U \to V. Then the rank of TT is the dimension of the image of TT and the nullity of TT is the dimension of the kernel of TT, so we have


dim(imT)+dim(kerT)=dimU\dim(\operatorname{im} T) + \dim(\ker T) = \dim U


or, equivalently,


rankT+nullityT=dimU\operatorname{rank} T + \operatorname{nullity} T = \dim U


Such that dimU=n\dim U = n we have


rankT+nullityT=n\operatorname{rank} T + \operatorname{nullity} T = n

Answer:

d.rankT+nullityT=nd. \operatorname{rank} T + \operatorname{nullity} T = n

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