8
$\begingroup$

Given a smooth reproducing kernel $\kappa:M\times M\rightarrow \mathbb{R}$ on a manifold $M$, we can construct a section, $\alpha_{\kappa}$, of the symmetric tensor product $T^*M\odot T^*M$ by taking the exterior derivative of $\kappa$ in each of its arguments and then restricting to the diagonal. More precisely, we first construct a section, $\alpha_{M\times M}$, of $T^*M\boxtimes T^*M$ using the formula \begin{align} \alpha_{M\times M}(v_1,v_2)=\frac{d}{d\epsilon_1}\bigg|_0\frac{d}{d\epsilon_2}\bigg|_0\kappa(c_1(\epsilon_1),c_2(\epsilon_2)), \end{align} where $v_j\in T_{m_j}M$ and $c_j$ is a smooth curve that passes through $m_j$ at $\epsilon_j=0$ with velocity $v_j$. $\alpha_{\kappa}$ is then given by \begin{align} \alpha_{\kappa}(v_m,w_m)=\alpha_{M\times M}(v_m,w_m), \end{align} where $v_m,w_m\in T_mM$. When a section of $T^*M\odot T^*M$ arises in this manner, I'd like to say that the section has a reproducing kernel primitive.

How can we chracterize the space of sections of $T^*M\odot T^*M$ with reproducing kernel primitives? That is, given an $\alpha\in \Gamma(T^*M\odot T^*M)$, how can we determine if there is some kernel $\kappa$ such that $\alpha=\alpha_{\kappa}$?

One straightforward consequence of the positive-semidefinite property of $\kappa$ is that $\alpha_{\kappa}|_m\in T_m^*M\odot T_m^*M$ must be a positive semi-definite bilinear form for each $m\in M$. Are there any other special properties $\alpha_{\kappa}$ must have? I want to somehow use the fact that $\mathbf{d}^2=0$, but I'm having trouble seeing where I can usefully apply it.

update 4/28: I think that when $M=\mathbb{R}$ every positive semi-definite $\alpha$ has a reproducing kernel primitive. The argument is based on the fact that each $\alpha$ must be of the form $\alpha=a\, dx\,dx$ for some non-negative smooth scalar function $a:M\rightarrow\mathbb{R}$. We can write $\sqrt{a}\,dx=d\phi$, where $\phi(x)=\int_0^x\sqrt{a}(s)\,ds$. A reproducing kernel primitive for $\alpha$ is therefore $\kappa(x,y)=\phi(x)\phi(y)$. Things are easy on $\mathbb{R}$ because, there, all $1$-forms are exact.

$\endgroup$

1 Answer 1

1
$\begingroup$

This is not a complete answer, but maybe it will be helpful.

When $H^1_{dR}(M)=0$, I think I can determine when an $\alpha$ with rank $1$ has a reproducing kernel primitive. By ``rank $1$" I mean the following. For each $x\in M$, let $T_{ox}M\subset T_xM$ be the linear subspace consisting of those $v_x\in T_xM$ that annihilate $\alpha_x$, i.e. $\forall w_x\in T_xM,~\alpha_x(v_x,w_x)=0$. $\alpha$ has rank $1$ when $\dim(T_xM)-\dim(T_{ox}M)=1$ for each $x\in M$.

When $\alpha$ has rank $1$, it must be of the form $\alpha=\omega^2(=\omega\odot \omega)$ for some $1$-form $\omega$ with the property $\omega_x\in (T_{ox}M)^{\perp}\subset T^*_{x}M$ for each $x\in M$. Moreover this $\omega$ is determined uniquely up to multiplication by $-1$.

In order to determine if $\alpha$ has a reproducing kernel primitive, first I'll use the fact that $\alpha_\kappa$ must have rank $1$ to constrain $\kappa$. If $\{\phi_j\}$ is an o.n. basis for the RKHS associated with $\kappa$, $\kappa$ can be written $\kappa(x,y)=\sum_j\phi_j(x)\phi_j(y)$. In order for $\alpha_\kappa$ to be rank $1$, each of the differentials $d\phi_j$ must be colinear.

Fix an $x\in M$ and suppose $\alpha=\alpha_\kappa$. For some $j_o$, we must have $d\phi_{j_o}(x)\neq 0$ because $\alpha$ is rank $1$. Therefore there is an open neighborhood of $x$ with $d\phi_{j_o}\neq 0$. Restrict attention to this neighborhood. By the collinearity of the $d\phi_j$ and the non-vanishing of the differential $d\phi_{j_o}$, each $\phi_j=a_j(\phi_{j_o})$ for some function $a_j:\mathbb{R}\rightarrow\mathbb{R}$. Thus, $$\alpha_{\kappa}=f(\phi_{j_o})\,d\phi_{j_o}^2$$ where $f=(\sum_j(\frac{da_j}{d\phi_{j_o}})^2)$ is a non-negative smooth function of $\phi_{j_o}$. By the argument I gave earlier when $M=\mathbb{R}$, it must therefore be the case that $$\alpha_\kappa=dg^2=\omega^2,$$ for some smooth function $g:M\rightarrow\mathbb{R}$. In other words, $\omega$ must be exact in order for a rank $1$ $\alpha$ to have a reproducing kernel primitive. Conversely, if a rank $1$ $\alpha$ has $\omega=dg$, then a reproducing kernel primitive is given by $\kappa(x,y)=g(x)g(y)$.

$\endgroup$

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge you have read our privacy policy.

Not the answer you're looking for? Browse other questions tagged or ask your own question.