# `Bernstein.lean` -- Informal Summary > **Source**: [`HilleYosida/Bernstein.lean`](../../HilleYosida/Bernstein.lean) > **Generated**: 2026-03-27 > **Note**: Auto-generated by `/lean-summarize`. Re-run to refresh. ## Overview Main results of Bernstein's theorem (1928): every completely monotone function on $[0,\infty)$ is the Laplace transform of a finite positive measure on $[0,\infty)$. The proof follows Chafai (2013). Taylor integral remainders produce approximating measures $\tilde\sigma_n$ whose kernels $(1 - xp/(n{-}1))_+^{n-1}$ converge pointwise to $e^{-xp}$; Prokhorov's theorem extracts a weak limit $\mu$, and diagonal convergence yields $f(x) = \int e^{-xp}\,\mathrm{d}\mu(p)$. This file re-exports and combines lemmas from `BernsteinBasic`, `BernsteinMeasures`, and `BernsteinChafai`. ## Status | Metric | Value | |--------|-------| | Lines | 132 | | Definitions | 0 | | Theorems/lemmas | 3 | | `sorry` count | 0 | --- ## Declarations (source order) ### [`cm_prokhorov_and_verify`](../../HilleYosida/Bernstein.lean#L48) -- Lemma **Prokhorov extraction + Laplace verification** (Chafai 2013). Given a completely monotone function $f$ with $f(t)\to L\ge 0$, assuming finite-mass bounds and support conditions on the approximating measures $\tilde\sigma_n$, produces a finite positive measure $\mu_0$ supported on $[0,\infty)$ with $$f(t) = L + \int_0^\infty e^{-tp}\,\mathrm{d}\mu_0(p)$$ for all $t\ge 0$. **Signature**: ``` lemma cm_prokhorov_and_verify (f : ℝ → ℝ) (hcm : IsCompletelyMonotone f) (L : ℝ) (hL : Filter.Tendsto f Filter.atTop (nhds L)) (hL_nn : 0 ≤ L) (hmass : ∀ n, 2 ≤ n → IsFiniteMeasure (cm_measure f n) ∧ (cm_measure f n) Set.univ ≤ ENNReal.ofReal (f 0 - L)) (hsupp : ∀ n, 2 ≤ n → (cm_rescaled f n) (Set.Iio 0) = 0) : ∃ (μ₀ : Measure ℝ), IsFiniteMeasure μ₀ ∧ μ₀ (Set.Iio 0) = 0 ∧ ∀ t, 0 ≤ t → f t = L + ∫ p, Real.exp (-(t * p)) ∂μ₀ ``` **Proof uses**: [`chafai_identity`](../../HilleYosida/BernsteinChafai.lean#L575), [`prokhorov_limit_identification`](../../HilleYosida/BernsteinChafai.lean#L1447). --- ### [`cm_laplace_representation`](../../HilleYosida/Bernstein.lean#L87) -- Theorem **CM Laplace representation.** For a completely monotone function $f$ with $f(t)\to L\ge 0$ at infinity, there exists a finite positive measure $\mu_0$ on $[0,\infty)$ such that $$f(t) = L + \int_0^\infty e^{-tp}\,\mathrm{d}\mu_0(p)$$ for all $t\ge 0$. Discharges the mass and support hypotheses of `cm_prokhorov_and_verify` using [`cm_measure_finite_mass`](../../HilleYosida/BernsteinMeasures.lean#L405) and `cm_rescaled_Iio_zero`. **Signature**: ``` theorem cm_laplace_representation (f : ℝ → ℝ) (hcm : IsCompletelyMonotone f) (L : ℝ) (hL : Filter.Tendsto f Filter.atTop (nhds L)) (hL_nn : 0 ≤ L) : ∃ (μ₀ : Measure ℝ), IsFiniteMeasure μ₀ ∧ μ₀ (Set.Iio 0) = 0 ∧ ∀ t, 0 ≤ t → f t = L + ∫ p, Real.exp (-(t * p)) ∂μ₀ ``` **Proof uses**: [`cm_measure_finite_mass`](../../HilleYosida/BernsteinMeasures.lean#L405), `cm_rescaled_Iio_zero`, [`cm_prokhorov_and_verify`](../../HilleYosida/Bernstein.lean#L48). --- ### [`bernstein_theorem`](../../HilleYosida/Bernstein.lean#L107) -- Theorem **Main result.** Every completely monotone function $f$ on $[0,\infty)$ admits a representation $$f(t) = \int_0^\infty e^{-tp}\,\mathrm{d}\mu(p)$$ for a finite positive measure $\mu$ supported on $[0,\infty)$. The proof first obtains $L\ge 0$ and the decomposition $f = L + \mathcal{L}[\mu_0]$ from `cm_laplace_representation`, then packages $\mu = \mu_0 + L\cdot\delta_0$ via [`bernstein_packaging`](../../HilleYosida/BernsteinMeasures.lean#L146). **Signature**: ``` theorem bernstein_theorem (f : ℝ → ℝ) (hcm : IsCompletelyMonotone f) : ∃ (μ : Measure ℝ), IsFiniteMeasure μ ∧ μ (Set.Iio 0) = 0 ∧ ∀ (t : ℝ), 0 ≤ t → f t = ∫ p, Real.exp (-(t * p)) ∂μ ``` **Proof uses**: [`IsCompletelyMonotone.tendsto_atTop`](../../HilleYosida/BernsteinBasic.lean#L137), `IsCompletelyMonotone.neg_deriv_integrableOn`, `IsCompletelyMonotone.integral_Ioi_neg_deriv`, [`cm_laplace_representation`](../../HilleYosida/Bernstein.lean#L87), [`bernstein_packaging`](../../HilleYosida/BernsteinMeasures.lean#L146). --- *This file has **0** definitions and **3** theorems/lemmas (0 with sorry).*