Question #298455

5. Let φ : V → W be a linear transformation of vector spaces over the field F. The

kernel of φ is by definition the set ker(φ) ⊂ V of vectors v in V such that φ(v) = 0.

The image of φ is the subset im(φ) of vectors w ∈ W for which there exists some

v ∈ V such that φ(v) = w.

(a) Show that the kernel of is a subspace of V .

(b) Show that the image of is a subspace of W.

(c) Show that is injective if and only if the kernel is 0.


Expert's answer

  1. First of all, we remark that 0kerφ0\in \ker \varphi by linearity of φ\varphi. Now let v,wkerφ,  λFv,w \in \ker \varphi, \; \lambda \in F, we have φ(v+w)=φ(v)+φ(w)=0+0=0\varphi(v+w)=\varphi(v)+\varphi(w)=0+0=0 and φ(λv)=λφ(v)=0\varphi(\lambda v)=\lambda \cdot \varphi(v)=0, so the kernel is a subspace.
  2. As φ(0)=0\varphi(0)=0 we have 0Im φ0\in \text{Im }\varphi. Now let v,wIm φ,  λFv,w \in \text{Im } \varphi, \;\lambda \in F, by definition of Im\text{Im} there exist vectors v,wVv',w'\in V with φ(v)=v,  φ(w)=w\varphi(v')=v, \; \varphi(w')=w. Then we have v+w=φ(v)+φ(w)=φ(v+w)Im φv+w = \varphi(v')+\varphi(w')=\varphi(v'+w')\in \text{Im }\varphi and λv=λφ(v)=φ(λv)Im φ\lambda v = \lambda \varphi(v')=\varphi(\lambda v')\in \text{Im }\varphi, so the image is a subspace.
  3. Suppose φ\varphi is injective. By definition φ(x)=φ(0)=0\varphi(x)=\varphi(0)=0 iff x=0x=0, so kerφ={0}\ker \varphi = \{0 \}. Now suppose that kerφ={0}\ker \varphi=\{ 0 \} and let x,yVx,y \in V such that φ(x)=φ(y)\varphi(x)=\varphi(y). Therefore, we have φ(x)φ(y)=φ(xy)=0\varphi(x)-\varphi(y)=\varphi(x-y)=0xykerφxy=0x-y\in \ker \varphi \Rightarrow x-y=0 so φ\varphi is injective.
  4. φ\varphi is surjective iff (wW)(vV)φ(v)=w(\forall w\in W)(\exists v\in V)\:|\: \varphi(v)=w and this means exactly (wW)wIm φ(\forall w\in W)\: w\in \text{Im } \varphi which is true iff Im φ=W\text{Im }\varphi=W.

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