proof of rank-nullity theorem


Let T:V→W be a linear mapping, with V finite-dimensionalPlanetmathPlanetmath. We wish to show that

dim⁡V=dim⁡KerT+dim⁡ImgT

The images of a basis of V will span ImgT, and hence ImgT is finite-dimensional. Choose then a basis w1,…,wn of ImgT and choose preimages v1,…,vn∈U such that

wi=T⁢(vi),i=1⁢…⁢n

Choose a basis u1,…,uk of KerT. The result will follow once we show that u1,…,uk,v1,…,vn is a basis of V.

Let v∈V be given. Since T⁢(v)∈ImgT, by definition, we can choose scalars b1,…,bn such that

T⁢(v)=b1⁢w1+…⁢bn⁢wn.

Linearity of T now implies that T⁢(b1⁢v1+…+bn⁢vn-v)=0, and hence we can choose scalars a1,…,ak such that

b1⁢v1+…+bn⁢vn-v=a1⁢u1+…⁢ak⁢uk.

Therefore u1,…,uk,v1,…,vn span V.

Next, let a1,…,ak,b1,…,bn be scalars such that

a1⁢u1+…+ak⁢uk+b1⁢v1+…+bn⁢vn=0.

By applying T to both sides of this equation it follows that

b1⁢w1+…+bn⁢wn=0,

and since w1,…,wn are linearly independentMathworldPlanetmath that

b1=b2=…=bn=0.

Consequently

a1⁢u1+…+ak⁢uk=0

as well, and since u1,…,uk are also assumed to be linearly independent we conclude that

a1=a2=…=ak=0

also. Therefore u1,…,uk,v1,…,vn are linearly independent, and are therefore a basis. Q.E.D.

Title proof of rank-nullity theorem
Canonical name ProofOfRanknullityTheorem
Date of creation 2013-03-22 12:25:13
Last modified on 2013-03-22 12:25:13
Owner rmilson (146)
Last modified by rmilson (146)
Numerical id 4
Author rmilson (146)
Entry type Proof
Classification msc 15A03