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Proof of Limits of Penalized Maxima on a Compact Set

theoremthm:penalization-limit-compact-2026a
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Reason: First published version. Attainment from the semicontinuous extreme value theorem; convergence from compactness of the superlevel set where the penalty has a positive minimum; the vanishing penalty from comparing the penalized maxima at alpha and alpha halved.

Proof

Conventions. We use the order arithmetic of Elementary Arithmetic in an Ordered Field and Elementary Order Arithmetic in an Ordered Field, the fact that \le is a total order, hence reflexive, antisymmetric, transitive and comparing any two elements, and the elementary arithmetic of the underlying field. We use repeatedly that aba\le b and cec\le e imply a+cb+ea+c\le b+e, which follows from claims 2 and 3 of Elementary Arithmetic in an Ordered Field with the addition axioms of the field, and in particular that aba\le b implies c+ac+bc+a\le c+b. Set 2=1+12=1+1.

Let dK×Kd_{K\times K} be the restriction of dX×Xd_{X\times X} to K×KK\times K, a metric by claim 1 of The Restriction of a Metric to a Subset Induces the Subspace Topology. Since dK×Kd_{K\times K} and dX×Xd_{X\times X} take the same values at points of K×KK\times K, a function on K×KK\times K is upper (or lower) semicontinuous on K×KK\times K with respect to one of them if and only if it is so with respect to the other; the same applies to continuity. By A Product of Compact Subsets is Compact in the Product Metric the topological space consisting of K×KK\times K with the subsets open in (K×K,dK×K)(K\times K,d_{K\times K}) is compact, and K×KK\times K is compact in X×XX\times X. Since KK is nonempty, so is K×KK\times K: if xKx\in K then (x,x)K×K(x,x)\in K\times K.

Step 1: proof of claim 1. By claim 1 of Semicontinuity Under Negation and Characterization of Continuity, applied at each point of KK, the function v-v is upper semicontinuous on KK, and then claim 1 of Sums and Nonnegative Multiples of Semicontinuous Functions shows that u+(v)u+(-v), which is the function uvu-v, is upper semicontinuous on KK. Claim 1 of Semicontinuous Functions Attain Their Extrema on a Compact Set, applied to the nonempty compact set KK, provides xMKx_{M}\in K with (uv)(x)(uv)(xM)(u-v)(x)\le(u-v)(x_{M}) for every xKx\in K; put M=(uv)(xM)M=(u-v)(x_{M}). If MM' has the two stated properties as well, then MMM\le M' and MMM'\le M, so M=MM=M' by antisymmetry.

Fix α\alpha with 0<α0<\alpha. Let π1,π2:K×KX\pi_{1},\pi_{2}:K\times K\to X be the maps π1(x,y)=x\pi_{1}(x,y)=x and π2(x,y)=y\pi_{2}(x,y)=y; by claim 1 of Continuity of the Projections and of the Distance Function on a Product Metric Space, applied with S=K×KS=K\times K, both are continuous on K×KK\times K relative to K×KK\times K, and both take values in KK. By claim 1 of Semicontinuity and Continuity Under Composition with a Continuous Map, applied with A=KA=K, B=K×KB=K\times K and g=π1g=\pi_{1}, the function uπ1u\circ\pi_{1} is upper semicontinuous on K×KK\times K. By claim 2 of the same lemma with g=π2g=\pi_{2}, the function vπ2v\circ\pi_{2} is lower semicontinuous on K×KK\times K, so (vπ2)-(v\circ\pi_{2}) is upper semicontinuous by claim 1 of Semicontinuity Under Negation and Characterization of Continuity. Since 0α0\le\alpha, claim 3 of Sums and Nonnegative Multiples of Semicontinuous Functions shows that αψ\alpha\psi is lower semicontinuous on K×KK\times K, and claim 1 of Semicontinuity Under Negation and Characterization of Continuity shows that (αψ)-(\alpha\psi) is upper semicontinuous. Since

Φα=(uπ1)+((vπ2))+((αψ)),\Phi_{\alpha}=(u\circ\pi_{1})+\bigl(-(v\circ\pi_{2})\bigr)+\bigl(-(\alpha\psi)\bigr),

two applications of claim 1 of Sums and Nonnegative Multiples of Semicontinuous Functions show that Φα\Phi_{\alpha} is upper semicontinuous on K×KK\times K. Claim 1 of Semicontinuous Functions Attain Their Extrema on a Compact Set, applied in the metric space (X×X,dX×X)(X\times X,d_{X\times X}) to the nonempty compact set K×KK\times K, provides a point at which Φα\Phi_{\alpha} attains a greatest value MαM_{\alpha}, unique by antisymmetry as above.

Step 2: proof of claim 2. Let xKx\in K. Then ψ(x,x)=0\psi(x,x)=0, so αψ(x,x)=0\alpha\psi(x,x)=0 and Φα(x,x)=u(x)v(x)=(uv)(x)\Phi_{\alpha}(x,x)=u(x)-v(x)=(u-v)(x). Hence (uv)(x)Mα(u-v)(x)\le M_{\alpha} for every xKx\in K, and taking x=xMx=x_{M} gives MMαM\le M_{\alpha}.

Now let 0<α0<\alpha and αβ\alpha\le\beta, and let (x,y)K×K(x,y)\in K\times K. Since 0ψ(x,y)0\le\psi(x,y), claim 5 of Elementary Arithmetic in an Ordered Field gives αψ(x,y)βψ(x,y)\alpha\,\psi(x,y)\le\beta\,\psi(x,y), and claim 4 of Elementary Order Arithmetic in an Ordered Field gives βψ(x,y)αψ(x,y)-\beta\,\psi(x,y)\le-\alpha\,\psi(x,y). Adding u(x)v(y)u(x)-v(y) yields Φβ(x,y)Φα(x,y)\Phi_{\beta}(x,y)\le\Phi_{\alpha}(x,y). In particular, choosing a point where Φβ\Phi_{\beta} attains MβM_{\beta},

Mβ=Φβ(xβ,yβ)Φα(xβ,yβ)Mα.M_{\beta}=\Phi_{\beta}(x_{\beta},y_{\beta})\le\Phi_{\alpha}(x_{\beta},y_{\beta})\le M_{\alpha}.

Step 3: proof of claim 3. Let w:K×KRw:K\times K\to\mathbb{R} be the function w(x,y)=u(x)v(y)w(x,y)=u(x)-v(y), that is w=(uπ1)+((vπ2))w=(u\circ\pi_{1})+(-(v\circ\pi_{2})), which is upper semicontinuous on K×KK\times K by Step 1. By claim 1 of Semicontinuous Functions Attain Their Extrema on a Compact Set there is CRC\in\mathbb{R} with w(p)Cw(p)\le C for every pK×Kp\in K\times K.

We first record two facts used below. First, for every pK×Kp\in K\times K we have 0αψ(p)0\le\alpha\,\psi(p) by claim 5 of Elementary Arithmetic in an Ordered Field, hence αψ(p)0-\alpha\,\psi(p)\le 0 by claim 4 of Elementary Order Arithmetic in an Ordered Field, and therefore Φα(p)w(p)\Phi_{\alpha}(p)\le w(p). Second, if cRc\in\mathbb{R} and cw(p)c\le w(p) fails, then w(p)cw(p)\le c by comparability.

Let ε\varepsilon satisfy 0<ε0<\varepsilon and put

Aε={pK×K:  M+εw(p)}.A_{\varepsilon}=\{p\in K\times K:\;M+\varepsilon\le w(p)\}.

By claim 3 of Semicontinuity via Sublevel and Superlevel Sets, applied in the metric space (X×X,dX×X)(X\times X,d_{X\times X}) with the subset K×KK\times K and the value M+εM+\varepsilon, the set AεA_{\varepsilon} is closed in the topological space K×KK\times K whose open sets are the subsets open in (K×K,dK×K)(K\times K,d_{K\times K}). That topological space is compact, so Closed Subset of a Compact Space is Compact shows that AεA_{\varepsilon} is compact in the metric space (K×K,dK×K)(K\times K,d_{K\times K}).

Case 1: AεA_{\varepsilon} is empty. Then w(p)M+εw(p)\le M+\varepsilon for every pK×Kp\in K\times K, so Φα(p)w(p)M+ε\Phi_{\alpha}(p)\le w(p)\le M+\varepsilon and hence MαM+εM_{\alpha}\le M+\varepsilon for every α\alpha with 0<α0<\alpha. Since 0<10<1 by claim 6 of Elementary Order Arithmetic in an Ordered Field, the choice α0=1\alpha_{0}=1 works.

Case 2: AεA_{\varepsilon} is nonempty. By claim 4 of Semicontinuity and Continuity Under Composition with a Continuous Map the restriction of ψ\psi to AεA_{\varepsilon} is lower semicontinuous on AεA_{\varepsilon}, so claim 2 of Semicontinuous Functions Attain Their Extrema on a Compact Set, applied in the metric space (K×K,dK×K)(K\times K,d_{K\times K}) to the nonempty compact set AεA_{\varepsilon}, provides p=(x,y)Aεp^{*}=(x^{*},y^{*})\in A_{\varepsilon} with ψ(p)ψ(p)\psi(p^{*})\le\psi(p) for every pAεp\in A_{\varepsilon}. Put c=ψ(p)c=\psi(p^{*}).

If x=yx^{*}=y^{*}, then w(p)=u(x)v(x)=(uv)(x)Mw(p^{*})=u(x^{*})-v(x^{*})=(u-v)(x^{*})\le M by claim 1, while M+εw(p)M+\varepsilon\le w(p^{*}) because pAεp^{*}\in A_{\varepsilon}; adding M-M to M+εMM+\varepsilon\le M gives ε0\varepsilon\le 0, contradicting 0<ε0<\varepsilon. Hence xyx^{*}\ne y^{*}, so ψ(p)0\psi(p^{*})\ne 0 by the hypothesis on ψ\psi, and with 0c0\le c this gives 0<c0<c. By claim 7 of Elementary Order Arithmetic in an Ordered Field the inverse c1c^{-1} exists.

Put α0=max{1,(CMε)c1}\alpha_{0}=\max\{1,\,(C-M-\varepsilon)c^{-1}\}, the maximum of the two displayed numbers. By claim 1 of Elementary Properties of the Maximum of Two Elements we have 1α01\le\alpha_{0} and (CMε)c1α0(C-M-\varepsilon)c^{-1}\le\alpha_{0}, so 0<α00<\alpha_{0}.

Let α\alpha satisfy α0α\alpha_{0}\le\alpha and let p=(x,y)K×Kp=(x,y)\in K\times K. If pAεp\notin A_{\varepsilon}, then w(p)M+εw(p)\le M+\varepsilon and hence Φα(p)M+ε\Phi_{\alpha}(p)\le M+\varepsilon. If pAεp\in A_{\varepsilon}, then cψ(p)c\le\psi(p), so claim 5 of Elementary Arithmetic in an Ordered Field gives αcαψ(p)\alpha c\le\alpha\,\psi(p) and claim 4 of Elementary Order Arithmetic in an Ordered Field gives αψ(p)αc-\alpha\,\psi(p)\le-\alpha c; adding w(p)Cw(p)\le C yields Φα(p)Cαc\Phi_{\alpha}(p)\le C-\alpha c. Moreover (CMε)c1α(C-M-\varepsilon)c^{-1}\le\alpha by transitivity, so multiplying by cc, which satisfies 0c0\le c, gives CMεαcC-M-\varepsilon\le\alpha c by claim 5 of Elementary Arithmetic in an Ordered Field; claim 4 of Elementary Order Arithmetic in an Ordered Field and adding CC then give

CαcC(CMε)=M+ε.C-\alpha c\le C-(C-M-\varepsilon)=M+\varepsilon .

Hence Φα(p)M+ε\Phi_{\alpha}(p)\le M+\varepsilon in this case as well. Taking p=(xα,yα)p=(x_{\alpha},y_{\alpha}) gives MαM+εM_{\alpha}\le M+\varepsilon.

Step 4: proof of claim 4. From Φα(xα,yα)=Mα\Phi_{\alpha}(x_{\alpha},y_{\alpha})=M_{\alpha} we get

u(xα)v(yα)=Mα+αψ(xα,yα).u(x_{\alpha})-v(y_{\alpha})=M_{\alpha}+\alpha\,\psi(x_{\alpha},y_{\alpha}).

Since 0αψ(xα,yα)0\le\alpha\,\psi(x_{\alpha},y_{\alpha}), adding MαM_{\alpha} gives Mαu(xα)v(yα)M_{\alpha}\le u(x_{\alpha})-v(y_{\alpha}), and MMαM\le M_{\alpha} by claim 2; transitivity gives the first assertion.

Now let 0<ε0<\varepsilon and put ε1=ε21\varepsilon_{1}=\varepsilon\cdot 2^{-1} and ε2=ε121\varepsilon_{2}=\varepsilon_{1}\cdot 2^{-1}. By claim 8 of Elementary Order Arithmetic in an Ordered Field we have 0<ε10<\varepsilon_{1}, ε1+ε1=ε\varepsilon_{1}+\varepsilon_{1}=\varepsilon, ε1<ε\varepsilon_{1}<\varepsilon, 0<ε20<\varepsilon_{2}, ε2+ε2=ε1\varepsilon_{2}+\varepsilon_{2}=\varepsilon_{1} and ε2<ε1\varepsilon_{2}<\varepsilon_{1}. Let α0\alpha_{0} be as in claim 3 for ε2\varepsilon_{2} and put α1=2α0\alpha_{1}=2\alpha_{0}, which satisfies 0<α10<\alpha_{1} by claim 5 of Elementary Order Arithmetic in an Ordered Field.

Let α1α\alpha_{1}\le\alpha and put β=α21\beta=\alpha\cdot 2^{-1}, so that 0<β0<\beta, β+β=α\beta+\beta=\alpha and β<α\beta<\alpha by claim 8. Multiplying 2α0α2\alpha_{0}\le\alpha by 212^{-1}, which is nonnegative, gives α0β\alpha_{0}\le\beta by claim 5 of Elementary Arithmetic in an Ordered Field, so claim 3 gives MβM+ε2M_{\beta}\le M+\varepsilon_{2}.

Since (xα,yα)K×K(x_{\alpha},y_{\alpha})\in K\times K and αψβψ=βψ\alpha\,\psi-\beta\,\psi=\beta\,\psi at that point, because α=β+β\alpha=\beta+\beta,

Mα+βψ(xα,yα)=u(xα)v(yα)βψ(xα,yα)=Φβ(xα,yα)MβM+ε2.M_{\alpha}+\beta\,\psi(x_{\alpha},y_{\alpha})=u(x_{\alpha})-v(y_{\alpha})-\beta\,\psi(x_{\alpha},y_{\alpha})=\Phi_{\beta}(x_{\alpha},y_{\alpha})\le M_{\beta}\le M+\varepsilon_{2}.

By claim 2 we have MMαM\le M_{\alpha}, hence MαM-M_{\alpha}\le -M by claim 4 of Elementary Order Arithmetic in an Ordered Field; adding Mα-M_{\alpha} to the displayed inequality therefore gives

βψ(xα,yα)M+ε2Mαε2.\beta\,\psi(x_{\alpha},y_{\alpha})\le M+\varepsilon_{2}-M_{\alpha}\le\varepsilon_{2}.

Multiplying by 22, which is nonnegative, and using 2β=β+β=α2\beta=\beta+\beta=\alpha and 2ε2=ε2+ε2=ε12\varepsilon_{2}=\varepsilon_{2}+\varepsilon_{2}=\varepsilon_{1}, we obtain

αψ(xα,yα)ε1ε.\alpha\,\psi(x_{\alpha},y_{\alpha})\le\varepsilon_{1}\le\varepsilon .

Finally, βα\beta\le\alpha and claim 2 give MαMβM+ε2M_{\alpha}\le M_{\beta}\le M+\varepsilon_{2}, so adding the last two inequalities,

u(xα)v(yα)=Mα+αψ(xα,yα)M+ε2+ε1M+ε1+ε1=M+ε.u(x_{\alpha})-v(y_{\alpha})=M_{\alpha}+\alpha\,\psi(x_{\alpha},y_{\alpha})\le M+\varepsilon_{2}+\varepsilon_{1}\le M+\varepsilon_{1}+\varepsilon_{1}=M+\varepsilon .

Step 5: proof of claim 5. Let ρ:K×KR\rho:K\times K\to\mathbb{R} be the function ρ(x,y)=d(x,y)\rho(x,y)=d(x,y). By claim 2 of Continuity of the Projections and of the Distance Function on a Product Metric Space, applied with T=K×KT=K\times K, the function ρ\rho is continuous on K×KK\times K relative to K×KK\times K, hence both upper and lower semicontinuous on K×KK\times K by claim 2 of Semicontinuity Under Negation and Characterization of Continuity.

Let 0<η0<\eta and put Cη={pK×K:  ηρ(p)}C_{\eta}=\{p\in K\times K:\;\eta\le\rho(p)\}. By claim 3 of Semicontinuity via Sublevel and Superlevel Sets the set CηC_{\eta} is closed in the topological space K×KK\times K described in Step 3, hence compact in the metric space (K×K,dK×K)(K\times K,d_{K\times K}) by Closed Subset of a Compact Space is Compact. Note that if pK×Kp\in K\times K and pCηp\notin C_{\eta}, then ηρ(p)\eta\le\rho(p) fails, so comparability gives ρ(p)η\rho(p)\le\eta and ρ(p)η\rho(p)\ne\eta, that is ρ(p)<η\rho(p)<\eta.

If CηC_{\eta} is empty, then d(xα,yα)<ηd(x_{\alpha},y_{\alpha})<\eta for every α\alpha with 0<α0<\alpha, and α2=1\alpha_{2}=1 works. Otherwise, by claim 4 of Semicontinuity and Continuity Under Composition with a Continuous Map the restriction of ψ\psi to CηC_{\eta} is lower semicontinuous on CηC_{\eta}, so claim 2 of Semicontinuous Functions Attain Their Extrema on a Compact Set provides p#=(x#,y#)Cηp^{\#}=(x^{\#},y^{\#})\in C_{\eta} with ψ(p#)ψ(p)\psi(p^{\#})\le\psi(p) for every pCηp\in C_{\eta}; put cη=ψ(p#)c_{\eta}=\psi(p^{\#}). From ηd(x#,y#)\eta\le d(x^{\#},y^{\#}) and 0<η0<\eta we get d(x#,y#)0d(x^{\#},y^{\#})\ne 0, so x#y#x^{\#}\ne y^{\#} by condition 2 in the definition of a metric; hence cη0c_{\eta}\ne 0 by the hypothesis on ψ\psi, and 0<cη0<c_{\eta}.

Let α1\alpha_{1} be as in claim 4 for the value cηc_{\eta} in place of ε\varepsilon, and put α2=max{α1,2}\alpha_{2}=\max\{\alpha_{1},2\}, so that 0<α20<\alpha_{2} by claim 1 of Elementary Properties of the Maximum of Two Elements. Let α2α\alpha_{2}\le\alpha and suppose that (xα,yα)Cη(x_{\alpha},y_{\alpha})\in C_{\eta}. Then cηψ(xα,yα)c_{\eta}\le\psi(x_{\alpha},y_{\alpha}), so claim 5 of Elementary Arithmetic in an Ordered Field and claim 4 of the present theorem give

αcηαψ(xα,yα)cη,\alpha c_{\eta}\le\alpha\,\psi(x_{\alpha},y_{\alpha})\le c_{\eta},

while 2α2α2\le\alpha_{2}\le\alpha and 0cη0\le c_{\eta} give cη+cη=2cηαcηc_{\eta}+c_{\eta}=2c_{\eta}\le\alpha c_{\eta}. Hence cη+cηcηc_{\eta}+c_{\eta}\le c_{\eta}, and adding cη-c_{\eta} gives cη0c_{\eta}\le 0, contradicting 0<cη0<c_{\eta}. Therefore (xα,yα)Cη(x_{\alpha},y_{\alpha})\notin C_{\eta}, that is d(xα,yα)<ηd(x_{\alpha},y_{\alpha})<\eta.

Step 6: proof of claim 6. Write r=u(x^)v(x^)r=u(\hat{x})-v(\hat{x}). Since x^K\hat{x}\in K, claim 1 gives rMr\le M.

Let 0<ε0<\varepsilon. Since uu is upper semicontinuous at x^\hat{x} relative to KK, there is δ1\delta_{1} with 0<δ10<\delta_{1} such that every xKx\in K with d(x^,x)<δ1d(\hat{x},x)<\delta_{1} satisfies u(x)<u(x^)+εu(x)<u(\hat{x})+\varepsilon. Since vv is lower semicontinuous at x^\hat{x} relative to KK, there is δ2\delta_{2} with 0<δ20<\delta_{2} such that every yKy\in K with d(x^,y)<δ2d(\hat{x},y)<\delta_{2} satisfies v(x^)ε<v(y)v(\hat{x})-\varepsilon<v(y). By claim 9 of Elementary Order Arithmetic in an Ordered Field there is δ\delta with δδ1\delta\le\delta_{1}, δδ2\delta\le\delta_{2} and δ\delta equal to δ1\delta_{1} or to δ2\delta_{2}; in either case 0<δ0<\delta. Put δ=δ21\delta'=\delta\cdot 2^{-1}, so 0<δ0<\delta', δ+δ=δ\delta'+\delta'=\delta and δ<δ\delta'<\delta by claim 8.

By claim 5 there is α2\alpha_{2} with 0<α20<\alpha_{2} such that d(xα,yα)<δd(x_{\alpha},y_{\alpha})<\delta' whenever α2α\alpha_{2}\le\alpha. By the hypothesis on x^\hat{x}, applied with δ\delta' and with β=α2\beta=\alpha_{2}, there is α\alpha with α2α\alpha_{2}\le\alpha and d(x^,xα)<δd(\hat{x},x_{\alpha})<\delta'. Fix such an α\alpha. Then d(x^,xα)<δ<δδ1d(\hat{x},x_{\alpha})<\delta'<\delta\le\delta_{1}, so u(xα)<u(x^)+εu(x_{\alpha})<u(\hat{x})+\varepsilon; and condition 4 in the definition of a metric gives

d(x^,yα)d(x^,xα)+d(xα,yα)<δ+δ=δδ2,d(\hat{x},y_{\alpha})\le d(\hat{x},x_{\alpha})+d(x_{\alpha},y_{\alpha})<\delta'+\delta'=\delta\le\delta_{2},

so v(x^)ε<v(yα)v(\hat{x})-\varepsilon<v(y_{\alpha}) and hence v(yα)<εv(x^)-v(y_{\alpha})<\varepsilon-v(\hat{x}) by claim 4 of Elementary Order Arithmetic in an Ordered Field. Adding the two strict inequalities by claim 3 of that lemma,

u(xα)v(yα)<(u(x^)+ε)+(εv(x^))=r+ε+ε.u(x_{\alpha})-v(y_{\alpha})<\bigl(u(\hat{x})+\varepsilon\bigr)+\bigl(\varepsilon-v(\hat{x})\bigr)=r+\varepsilon+\varepsilon .

By claim 4 we have Mu(xα)v(yα)M\le u(x_{\alpha})-v(y_{\alpha}), so claim 2 of Elementary Order Arithmetic in an Ordered Field gives M<r+ε+εM<r+\varepsilon+\varepsilon, and in particular Mr+ε+εM\le r+\varepsilon+\varepsilon.

Suppose rMr\ne M. Since rMr\le M, this gives r<Mr<M and hence 0<Mr0<M-r. Applying the previous paragraph with ε=(Mr)2121\varepsilon=(M-r)\cdot 2^{-1}\cdot 2^{-1}, which is positive by claim 8 of Elementary Order Arithmetic in an Ordered Field, and using ε+ε=(Mr)21<Mr\varepsilon+\varepsilon=(M-r)\cdot 2^{-1}<M-r from the same claim, we obtain

Mr+ε+ε<r+(Mr)=M,M\le r+\varepsilon+\varepsilon<r+(M-r)=M,

so M<MM<M, which is impossible. Hence r=Mr=M, that is u(x^)v(x^)=Mu(\hat{x})-v(\hat{x})=M.

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