TheoremBase

The bounds combine the d/t bound on the heat flow with the Cramer-Rao inequality and the moment identity M + td. Superlevel sets are open because weak-star limits along the flow preserve Fisher bounds (closedness), which gives Borel measurability; integrability on [1,infinity) follows by squeezing g between two integrable reciprocal differences from the half-line log-integral lemma, and on (0,1) the term d/(1+t) is integrable, so g and f are integrable there together.

Proof

Each result cited is universally quantified over the data in its own statement. Throughout, M=M(λ)M=M(\lambda), and for real t>0t>0 we write μt=λ⊞scd,t\mu_{t}=\lambda\boxplus\mathrm{sc}_{d,t}, so fλ(t)=Φ∗(μt)f_{\lambda}(t)=\Phi^{*}(\mu_{t}). Since dd is a natural number, d≥1>0d\ge1>0. Leb\mathrm{Leb} is Lebesgue measure on B(R)\mathcal{B}(\mathbb{R}); for a Borel set BB and a function φ:B→R\varphi:B\to\mathbb{R}, φ~\tilde\varphi is the extension of φ\varphi by 00 to R\mathbb{R}, as in Rays, and Integrability and the Integral of a Real Function on a Borel Subset of the Real Line §integral. A measurable ψ:R→R\psi:\mathbb{R}\to\mathbb{R} is integrable if and only if ∫R∣ψ∣ dLeb<∞\int_{\mathbb{R}}|\psi|\,d\mathrm{Leb}<\infty, by Integrable Function and the Lebesgue Integral; the integrals of nonnegative measurable functions are those of Lebesgue Integral of a Nonnegative Measurable Function, with values in [0,∞][0,\infty]. The real line (R,dR)(\mathbb{R},d_{\mathbb{R}}) is that of The Absolute Value Metric on the Real Line, and BdR(x,r)={y∈R:∣y−x∣<r}B_{d_{\mathbb{R}}}(x,r)=\{y\in\mathbb{R}:|y-x|<r\} is its open ball. Every interval, and every set open in (R,dR)(\mathbb{R},d_{\mathbb{R}}), is a Borel set: the first by Borel Sigma-Algebra on the Real Line; for the second, by Euclidean, Metric and Sequential Continuity of a Real Function of a Real Variable §distance the number ∣y−x∣|y-x| is the Euclidean distance of yy and xx, the nonnegative square root of (y−x)2(y-x)^{2}, so for real r>0r>0 the conditions (y−x)2<r2(y-x)^{2}<r^{2} and ∣y−x∣<r|y-x|<r are equivalent, and a set open in (R,dR)(\mathbb{R},d_{\mathbb{R}}) is open in R1\mathbb{R}^{1}, hence Borel by Borel Sigma-Algebra on the Real Line.

Part 1 (bounds). Let t>0t>0 be real. By Conjugate Variables along the Free Heat Flow: the Projected Semicircular Increment and the Bound d/t on the Free Fisher Information §conjugate, μt\mu_{t} has conjugate variables, and by Conjugate Variables along the Free Heat Flow: the Projected Semicircular Increment and the Bound d/t on the Free Fisher Information §fisher-bound, fλ(t)=Φ∗(μt)≤d/tf_{\lambda}(t)=\Phi^{*}(\mu_{t})\le d/t. By Free Fisher Information: the Cramer-Rao Inequality, the Semicircular Laws, and Closedness under Weak-Star Limits §cramer-rao, applied to μt\mu_{t}, we have M(μt)>0M(\mu_{t})>0 and Φ∗(μt) M(μt)≥d2\Phi^{*}(\mu_{t})\,M(\mu_{t})\ge d^{2}; by The Free Heat Flow: Realisation, Norm Bound, Moments, Distance to the Initial Law, Wasserstein Contraction, Semigroup Property and Continuity §moments (with t≥0t\ge0), M(μt)=M+tdM(\mu_{t})=M+td. Hence M+td>0M+td>0; its inverse exists and is positive by claim 7 of Elementary Order Arithmetic in an Ordered Field, and multiplying fλ(t)(M+td)≥d2f_{\lambda}(t)(M+td)\ge d^{2} by it (claim 5 of Elementary Arithmetic in an Ordered Field) gives fλ(t)≥d2/(M+td)f_{\lambda}(t)\ge d^{2}/(M+td).

Part 2 (lower semicontinuity). For real aa put Ua={t∈(0,∞):fλ(t)>a}U_{a}=\{t\in(0,\infty):f_{\lambda}(t)>a\}.

The case a<0a<0. For t>0t>0, d2>0d^{2}>0 and (M+td)−1>0(M+td)^{-1}>0 by claims 5 and 7 of Elementary Order Arithmetic in an Ordered Field, so by Part 1 and claim 2 of that lemma fλ(t)≥d2/(M+td)>0>af_{\lambda}(t)\ge d^{2}/(M+td)>0>a. Thus Ua=(0,∞)U_{a}=(0,\infty). For t0>0t_{0}>0 and y∈BdR(t0,t0)y\in B_{d_{\mathbb{R}}}(t_{0},t_{0}) we have −t0<y−t0-t_{0}<y-t_{0}, hence 0<y0<y; so BdR(t0,t0)⊆UaB_{d_{\mathbb{R}}}(t_{0},t_{0})\subseteq U_{a}, and UaU_{a} is open in (R,dR)(\mathbb{R},d_{\mathbb{R}}).

The case a≥0a\ge0. Let t0∈Uat_{0}\in U_{a}; we show that some ball BdR(t0,r)B_{d_{\mathbb{R}}}(t_{0},r) with r>0r>0 lies in UaU_{a}. Suppose not. Then for each k∈Nk\in\mathbb{N} the radius rk=t0/k>0r_{k}=t_{0}/k>0 does not work, so we may choose (informally using countable choice) tk∈BdR(t0,rk)t_{k}\in B_{d_{\mathbb{R}}}(t_{0},r_{k}) with tk∉Uat_{k}\notin U_{a}. As ∣tk−t0∣<t0/k≤t0|t_{k}-t_{0}|<t_{0}/k\le t_{0}, we get tk>0t_{k}>0; hence tk∈(0,∞)∖Uat_{k}\in(0,\infty)\setminus U_{a}, that is, fλ(tk)≤af_{\lambda}(t_{k})\le a. The sequence (tk)k∈N(t_{k})_{k\in\mathbb{N}} lies in the closed ray [0,∞)[0,\infty) and converges to t0t_{0} there: given real ε>0\varepsilon>0, claim 2 of The Archimedean Property of the Real Numbers gives n∈Nn\in\mathbb{N} with t0<nεt_{0}<n\varepsilon, and for k≥nk\ge n, ∣tk−t0∣<t0/k≤t0/n<ε|t_{k}-t_{0}|<t_{0}/k\le t_{0}/n<\varepsilon by Order Reversal under Reciprocals, and Summability of the Reciprocals of the Squares §reciprocal.

Fix p∈Pdp\in\mathcal{P}_{d}. By The Free Heat Flow: Realisation, Norm Bound, Moments, Distance to the Initial Law, Wasserstein Contraction, Semigroup Property and Continuity §continuity, the real function r↦Re⁡(λ⊞scd,r)(p)r\mapsto\operatorname{Re}(\lambda\boxplus\mathrm{sc}_{d,r})(p) is continuous on [0,∞)[0,\infty), in particular at t0t_{0} relative to [0,∞)[0,\infty); so by Continuity Between Metric Spaces is Equivalent to Sequential Continuity §sequential, Re⁡μtk(p)→Re⁡μt0(p)\operatorname{Re}\mu_{t_{k}}(p)\to\operatorname{Re}\mu_{t_{0}}(p) in (R,dR)(\mathbb{R},d_{\mathbb{R}}), which, as dR(s,s′)=∣s−s′∣d_{\mathbb{R}}(s,s')=|s-s'|, is convergence of real sequences in the sense of Limit of a Sequence of Real Numbers. The same argument applies to the imaginary parts. By Weak-Star Convergence of Noncommutative Laws §weak-star, μtk→μt0\mu_{t_{k}}\to\mu_{t_{0}} weak-star. Each μtk\mu_{t_{k}} has conjugate variables by Conjugate Variables along the Free Heat Flow: the Projected Semicircular Increment and the Bound d/t on the Free Fisher Information §conjugate, and Φ∗(μtk)=fλ(tk)≤a\Phi^{*}(\mu_{t_{k}})=f_{\lambda}(t_{k})\le a with a≥0a\ge0. By Free Fisher Information: the Cramer-Rao Inequality, the Semicircular Laws, and Closedness under Weak-Star Limits §closed (with c=ac=a), Φ∗(μt0)≤a\Phi^{*}(\mu_{t_{0}})\le a, that is fλ(t0)≤af_{\lambda}(t_{0})\le a, contradicting t0∈Uat_{0}\in U_{a}. Hence UaU_{a} is open in (R,dR)(\mathbb{R},d_{\mathbb{R}}).

Measurability. Let f~\tilde f and g~\tilde g be the extensions of fλf_{\lambda} and gλg_{\lambda} by 00. For real aa: if a≥0a\ge0 then {t∈R:f~(t)>a}=Ua\{t\in\mathbb{R}:\tilde f(t)>a\}=U_{a}, since f~(t)=0≤a\tilde f(t)=0\le a for t∉(0,∞)t\notin(0,\infty); if a<0a<0 then this set is Ua∪(R∖(0,∞))=RU_{a}\cup(\mathbb{R}\setminus(0,\infty))=\mathbb{R}. In both cases it is a Borel set (an open set, or R\mathbb{R}), so f~\tilde f is measurable by claim 3 of Rational Intervals and Rays Generate the Borel Sigma-Algebra of the Real Line. Let u:(0,∞)→Ru:(0,\infty)\to\mathbb{R}, u(t)=d/(1+t)u(t)=d/(1+t); note u(t)>0u(t)>0 for t>0t>0. For real aa, the set {t∈R:u~(t)>a}\{t\in\mathbb{R}:\tilde u(t)>a\} is R\mathbb{R} if a<0a<0 and (0,∞)(0,\infty) if a=0a=0; if a>0a>0 it is {t∈R:0<t<d/a−1}\{t\in\mathbb{R}:0<t<d/a-1\}, because for t>0t>0 the inequality d/(1+t)>ad/(1+t)>a is equivalent to d>a(1+t)d>a(1+t) (multiply by 1+t>01+t>0) and then to t<d/a−1t<d/a-1 (multiply by a−1>0a^{-1}>0 and subtract 11), by claims 1, 7 and 10 of Elementary Order Arithmetic in an Ordered Field. Each of these sets is an interval, hence Borel, so u~\tilde u is measurable by claim 3 of Rational Intervals and Rays Generate the Borel Sigma-Algebra of the Real Line. Finally g~=u~−f~\tilde g=\tilde u-\tilde f pointwise on R\mathbb{R} (on (0,∞)(0,\infty) by the definition of gλg_{\lambda}, and elsewhere both sides vanish), so g~\tilde g is measurable by claim 2 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions.

Part 3 (integrability). Two-sided bounds. Let t>0t>0. From Part 1, −d/t≤−fλ(t)≤−d2/(M+td)-d/t\le-f_{\lambda}(t)\le-d^{2}/(M+td) by claim 4 of Elementary Order Arithmetic in an Ordered Field, and adding d/(1+t)d/(1+t) to each side of both inequalities (compatibility of ≤\le with addition, item 1 of Ordered Field),

d1+t−dt≤gλ(t)≤d1+t−d2M+td.\frac{d}{1+t}-\frac{d}{t}\le g_{\lambda}(t)\le\frac{d}{1+t}-\frac{d^{2}}{M+td}.

Put m=M/dm=M/d. Then M+td=d(m+t)M+td=d(m+t); since d>0d>0 and d(m+t)>0d(m+t)>0 by Part 1, m+t>0m+t>0 (otherwise d(m+t)≤0d(m+t)\le0 by claim 5 of Elementary Arithmetic in an Ordered Field), and d2/(M+td)=d/(m+t)d^{2}/(M+td)=d/(m+t). Taking t=1t=1 gives 1+m>01+m>0. Hence, for every real t>0t>0,

d(11+t−10+t)≤gλ(t)≤d(11+t−1m+t).d\Bigl(\frac{1}{1+t}-\frac{1}{0+t}\Bigr)\le g_{\lambda}(t)\le d\Bigl(\frac{1}{1+t}-\frac{1}{m+t}\Bigr).

Integrable bounds on (1,∞)(1,\infty). Let ℓ,υ:(1,∞)→R\ell,\upsilon:(1,\infty)\to\mathbb{R} be the left and right sides of the last display. By Logarithmic Integrals of Reciprocal Linear Functions over Bounded and Unbounded Intervals §half-line with (a,b,c)=(1,1,0)(a,b,c)=(1,1,0) (where 1+1>01+1>0 and 1+0>01+0>0) and with (a,b,c)=(1,1,m)(a,b,c)=(1,1,m) (where 1+m>01+m>0), the functions t↦11+t−10+tt\mapsto\frac{1}{1+t}-\frac{1}{0+t} and t↦11+t−1m+tt\mapsto\frac{1}{1+t}-\frac{1}{m+t} are integrable on (1,∞)(1,\infty); by claim 2 of Linearity and Monotonicity of the Lebesgue Integral, ℓ~\tilde\ell and υ~\tilde\upsilon, which are dd times their extensions by 00, are integrable, so ∫R∣ℓ~∣ dLeb\int_{\mathbb{R}}|\tilde\ell|\,d\mathrm{Leb} and ∫R∣υ~∣ dLeb\int_{\mathbb{R}}|\tilde\upsilon|\,d\mathrm{Leb} are finite.

Integrability on [1,∞)[1,\infty). The extension by 00 of the restriction of gλg_{\lambda} to [1,∞)[1,\infty) is G=g~ 1[1,∞)G=\tilde g\,\mathbf{1}_{[1,\infty)}; it is measurable by Part 2 and claims 1 and 3 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions ([1,∞)[1,\infty) being an interval, hence Borel), and ∣G∣|G|, ∣ℓ~∣|\tilde\ell|, ∣υ~∣|\tilde\upsilon| and ∣ℓ~∣+∣υ~∣|\tilde\ell|+|\tilde\upsilon| are measurable by claims 2 and 4 of that lemma. For t>1t>1 we have ℓ(t)≤gλ(t)≤υ(t)\ell(t)\le g_{\lambda}(t)\le\upsilon(t), so gλ(t)≤∣υ(t)∣≤∣ℓ(t)∣+∣υ(t)∣g_{\lambda}(t)\le|\upsilon(t)|\le|\ell(t)|+|\upsilon(t)| and −gλ(t)≤−ℓ(t)≤∣ℓ(t)∣≤∣ℓ(t)∣+∣υ(t)∣-g_{\lambda}(t)\le-\ell(t)\le|\ell(t)|\le|\ell(t)|+|\upsilon(t)|, whence ∣G(t)∣≤∣ℓ~(t)∣+∣υ~(t)∣|G(t)|\le|\tilde\ell(t)|+|\tilde\upsilon(t)|; for t<1t<1, ∣G(t)∣=0≤∣ℓ~(t)∣+∣υ~(t)∣|G(t)|=0\le|\tilde\ell(t)|+|\tilde\upsilon(t)|. So this inequality holds outside the singleton {1}=[1,1]\{1\}=[1,1], which has Leb({1})=0\mathrm{Leb}(\{1\})=0 by claim 4 of Existence of Lebesgue Measure on the Real Line. By The Lebesgue Integral and Null Sets: Almost-Everywhere Comparison, Markov's Inequality, and Dominated Convergence Almost Everywhere §comparison and claim 1 of Linearity and Monotonicity of the Lebesgue Integral, in [0,∞][0,\infty],

∫R∣G∣ dLeb≤∫R∣ℓ~∣ dLeb+∫R∣υ~∣ dLeb<∞.\int_{\mathbb{R}}|G|\,d\mathrm{Leb}\le\int_{\mathbb{R}}|\tilde\ell|\,d\mathrm{Leb}+\int_{\mathbb{R}}|\tilde\upsilon|\,d\mathrm{Leb}<\infty .

Hence GG is integrable, i.e. gλg_{\lambda} is integrable on [1,∞)[1,\infty), by Rays, and Integrability and the Integral of a Real Function on a Borel Subset of the Real Line §integral.

The equivalence. Let F1F_{1}, W1W_{1} and G1G_{1} be the extensions by 00 of the restrictions of fλf_{\lambda}, uu and gλg_{\lambda} to the open interval (0,1)(0,1). By Logarithmic Integrals of Reciprocal Linear Functions over Bounded and Unbounded Intervals §bounded with (a,s,b)=(0,1,1)(a,s,b)=(0,1,1) (where 0+1>00+1>0), t↦1/(1+t)t\mapsto1/(1+t) is integrable on (0,1)(0,1), so W1W_{1}, which is dd times its extension by 00, is integrable by claim 2 of Linearity and Monotonicity of the Lebesgue Integral. Pointwise on R\mathbb{R} we have G1=W1−F1G_{1}=W_{1}-F_{1}, and, since (0,1)(0,1) and [1,∞)[1,\infty) are disjoint with union (0,∞)(0,\infty), g~=G1+G\tilde g=G_{1}+G.

Suppose fλf_{\lambda} is integrable on (0,1)(0,1), i.e. F1F_{1} is measurable and integrable. Then G1=W1−F1G_{1}=W_{1}-F_{1} is integrable, and so is g~=G1+G\tilde g=G_{1}+G, both by claim 2 of Linearity and Monotonicity of the Lebesgue Integral; as g~\tilde g is measurable by Part 2, gλg_{\lambda} is integrable on (0,∞)(0,\infty).

Conversely, suppose gλg_{\lambda} is integrable on (0,∞)(0,\infty), i.e. g~\tilde g is integrable. Then G1=g~ 1(0,1)G_{1}=\tilde g\,\mathbf{1}_{(0,1)} is measurable by claims 1 and 3 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions, so ∣G1∣|G_{1}| and ∣g~∣|\tilde g| are measurable by claim 4 of that lemma, and ∣G1∣≤∣g~∣|G_{1}|\le|\tilde g| pointwise, so ∫R∣G1∣ dLeb≤∫R∣g~∣ dLeb<∞\int_{\mathbb{R}}|G_{1}|\,d\mathrm{Leb}\le\int_{\mathbb{R}}|\tilde g|\,d\mathrm{Leb}<\infty by claim 1 of Linearity and Monotonicity of the Lebesgue Integral; hence G1G_{1} is integrable. Then F1=W1−G1F_{1}=W_{1}-G_{1} is integrable (and measurable) by claim 2 of Linearity and Monotonicity of the Lebesgue Integral, that is, fλf_{\lambda} is integrable on (0,1)(0,1).

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