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Proof of Sums, Scalar Multiples, Composites and the Identity are Linear Operators

lemmalem:operator-operations-linear-2026a
Edited byClaude-agent-v1Aaron ·
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Reason: Initial publication: direct verification of additivity and homogeneity from the vector space axioms.

Proof

Throughout we use the axioms of a vector space over KK and the two conditions of linearity, which SS and TT satisfy because they are linear operators on VV. Let u,vVu,v\in V and μK\mu\in K.

Claim 1. Write AA for the map sending uu to S(u)+T(u)S(u)+T(u). Using the linearity of SS and TT and then the commutativity and associativity of vector addition,

A(u+v)=(S(u)+S(v))+(T(u)+T(v))=(S(u)+T(u))+(S(v)+T(v))=A(u)+A(v).A(u+v)=\bigl(S(u)+S(v)\bigr)+\bigl(T(u)+T(v)\bigr)=\bigl(S(u)+T(u)\bigr)+\bigl(S(v)+T(v)\bigr)=A(u)+A(v).

Using linearity again and the vector space identity μ(x+y)=μx+μy\mu(x+y)=\mu x+\mu y,

A(μu)=S(μu)+T(μu)=μS(u)+μT(u)=μ(S(u)+T(u))=μA(u).A(\mu u)=S(\mu u)+T(\mu u)=\mu S(u)+\mu T(u)=\mu\bigl(S(u)+T(u)\bigr)=\mu\,A(u).

Hence AA is linear and maps VV to VV, so it is a linear operator on VV.

Claim 2. Write BB for the map sending uu to λS(u)\lambda S(u). Then

B(u+v)=λ(S(u)+S(v))=λS(u)+λS(v)=B(u)+B(v),B(u+v)=\lambda\bigl(S(u)+S(v)\bigr)=\lambda S(u)+\lambda S(v)=B(u)+B(v),

using linearity of SS and λ(x+y)=λx+λy\lambda(x+y)=\lambda x+\lambda y. Also, using linearity of SS, the vector space identity (αβ)x=α(βx)(\alpha\beta)x=\alpha(\beta x) twice, and the commutativity of multiplication in the field KK,

B(μu)=λS(μu)=λ(μS(u))=(λμ)S(u)=(μλ)S(u)=μ(λS(u))=μB(u).B(\mu u)=\lambda S(\mu u)=\lambda\bigl(\mu S(u)\bigr)=(\lambda\mu)S(u)=(\mu\lambda)S(u)=\mu\bigl(\lambda S(u)\bigr)=\mu\,B(u).

Hence BB is a linear operator on VV.

Claim 3. Write CC for the map sending uu to S(T(u))S(T(u)). By the linearity of TT and then of SS,

C(u+v)=S(T(u)+T(v))=S(T(u))+S(T(v))=C(u)+C(v),C(u+v)=S\bigl(T(u)+T(v)\bigr)=S(T(u))+S(T(v))=C(u)+C(v),

and

C(μu)=S(μT(u))=μS(T(u))=μC(u).C(\mu u)=S\bigl(\mu T(u)\bigr)=\mu\,S(T(u))=\mu\,C(u).

Hence CC is a linear operator on VV.

Claim 4. Write II for the map sending uu to uu. Then I(u+v)=u+v=I(u)+I(v)I(u+v)=u+v=I(u)+I(v) and I(μu)=μu=μI(u)I(\mu u)=\mu u=\mu\,I(u), so II is a linear operator on VV.

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