The Duhamel formula for Hamiltonian transport, phase space preservation and Minkowski integral inequality give the displayed bound. A time-independent source in an Lp space yields finite space-time norm on every bounded interval; it need not yield integrability on infinite time.
For each with , a sufficient condition is on every finite interval. The Minkowski integral inequality and measure preservation give the finite-time Lp bound for Hamiltonian transport
For all finite simultaneously, impose, for example, . The elementary bound and the Holder inequality in time show that its norms are locally integrable for every . If a bounded initial value is also required, the same assumption controls the endpoint by the previous part.
A concrete stronger condition, compatible with a nonzero source, is that on each finite time interval the source has a common compact support in . Its continuity then makes it bounded on that compact cylinder, so all these integrability conditions hold. A nonzero smooth source compactly supported in phase space supplies examples.
Use the genuine planar Givens rotation
In the second component the cosine multiplies : the repeated in the printed formula is an error. With that printed expression, at the pair becomes , which does not preserve length or measure. The rotation-based claims require the corrected expression. Also take , since the normalization by is undefined for .
Let and . The change of variables formula and determinant one give . Thus each is a unitary operator, with adjoint . The Kac collision operator is the average
The Minkowski integral inequality gives , so is bounded. For the Hilbert space inner product, integration and the angular change give
Hence and . In fact a nonzero radial Gaussian function is fixed by every rotation, showing . Angular averages can be understood as strong Bochner integrals; continuity of rotations in follows first for smooth compactly supported functions, then by density.
For the globally invertible Hamiltonian flow from (a), the general characteristic formula is
Every preserves Lebesgue measure, by (b). Thus composition with it is an isometry of each Lp space. The Minkowski integral inequality gives
Applying the Minkowski inequality also in time yields the finite-time Lp bound for Hamiltonian transport:
The smoothness assumptions allow the characteristic construction; the norm estimate itself only uses the Lp space data and volume preservation.
For a concrete failure on infinite time, choose , , and
This is smooth, time independent and in every finite Lp space; it is invariant under the isotropic harmonic oscillator flow. Therefore the solution grows linearly:
This invariant-source secular growth in Hamiltonian transport supplies the counterexample even with zero initial data.
Denote the damped free-transport evolution from time to time by
By the argument in (b), . The integral operator is the Boltzmann Volterra operator
The Minkowski integral inequality and (a) give the useful stronger pointwise bound
Therefore the requested estimate is
For strongly measurable bounded -valued , these are Bochner integrals; their finite norm bounds establish existence of the integrals.
The Sobolev fundamental theorem of calculus on lines gives, for almost every ,
Apply the Minkowski integral inequality and translation invariance of Lebesgue measure:
The restriction on ensures that every translated copy used above lies in .
A kernel for density estimation is an integrable function with . With , the kernel density estimator is
A kernel of order ell satisfies
Split the integrated risk into stochastic and bias terms:
For fixed , put and . The supplied Rosenthal inequality gives
Now
Also . The Young convolution inequality with exponent gives
After integration and multiplication by the outer factor , the stochastic contribution is at most
It remains to control the bias. Here . The Taylor formula with integral remainder, the vanishing kernel moments, and Minkowski integral inequality give
The defining Nikol'skii smoothness bound is , so
Raising to the th power and applying the outer factor proves
Tonelli's theorem and the triangle inequality give
Applying Holder inequality in the variable for each fixed yields
and gives the claimed inequality. This is the duality proof of the Minkowski integral inequality.
For , the substitution gives
Homogeneity of and the substitution give
Apply part (a), or equivalently the Minkowski integral inequality, to this integral and use the preceding scaling identity:
Smooth forcing need not be integrable in phase space. For the hyperbolic characteristic flow for an inverted oscillator, the source accumulates as . Its smallest quadratic-form eigenvalue is for . Starting with a nonnegative integrable Gaussian function, the solution is therefore unbounded and outside every finite Lp space at positive times. Locally time-integrable forcing prevents this failure by the Minkowski integral inequality.