Answer to Question #298652 in Linear Algebra for george

Question #298652

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.


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


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


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


(4) Show that φ is surjective if and only if the image is W.


1
Expert's answer
2022-02-17T13:26:36-0500
  1. First of all, we remark that "0\\in \\ker \\varphi" by linearity of "\\varphi". Now let "v,w \\in \\ker \\varphi, \\; \\lambda \\in F", we have "\\varphi(v+w)=\\varphi(v)+\\varphi(w)=0+0=0" and "\\varphi(\\lambda v)=\\lambda \\cdot \\varphi(v)=0", so the kernel is a subspace.
  2. As "\\varphi(0)=0" we have "0\\in \\text{Im }\\varphi". Now let "v,w \\in \\text{Im } \\varphi, \\;\\lambda \\in F", by definition of "\\text{Im}" there exist vectors "v',w'\\in V" with "\\varphi(v')=v, \\; \\varphi(w')=w". Then we have "v+w = \\varphi(v')+\\varphi(w')=\\varphi(v'+w')\\in \\text{Im }\\varphi" and "\\lambda v = \\lambda \\varphi(v')=\\varphi(\\lambda v')\\in \\text{Im }\\varphi", so the image is a subspace.
  3. Suppose "\\varphi" is injective. By definition "\\varphi(x)=\\varphi(0)=0" iff "x=0", so "\\ker \\varphi = \\{0 \\}". Now suppose that "\\ker \\varphi=\\{ 0 \\}" and let "x,y \\in V" such that "\\varphi(x)=\\varphi(y)". Therefore, we have "\\varphi(x)-\\varphi(y)=\\varphi(x-y)=0", "x-y\\in \\ker \\varphi \\Rightarrow x-y=0" so "\\varphi" is injective.
  4. "\\varphi" is surjective iff "(\\forall w\\in W)(\\exists v\\in V)\\:|\\: \\varphi(v)=w" and this means exactly "(\\forall w\\in W)\\: w\\in \\text{Im } \\varphi" which is true iff "\\text{Im }\\varphi=W".

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