On Araki-Type Trace Inequalities
- URL: http://arxiv.org/abs/2507.05242v1
- Date: Mon, 07 Jul 2025 17:51:50 GMT
- Title: On Araki-Type Trace Inequalities
- Authors: Po-Chieh Liu, Hao-Chung Cheng,
- Abstract summary: We prove a trace inequality $textTr[ f(A) As Bs ] leq textTr[ g(A) (A1/2 B A1/2 )s ]$.
- Score: 6.675805308519987
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: In this paper, we prove a trace inequality $\text{Tr}[ f(A) A^s B^s ] \leq \text{Tr}[ f(A) (A^{1/2} B A^{1/2} )^s ]$ for any positive and monotone increasing function $f$, $s\in[0,1]$, and positive semi-definite matrices $A$ and $B$. On the other hand, for $s\in[0,1]$ such that the map $x\mapsto x^s g(x)$ is positive and decreasing, then $ \text{Tr}[ g(A) (A^{1/2} B A^{1/2} )^s ] \leq \text{Tr}[ g(A) A^s B^s ]$.
Related papers
- The Communication Complexity of Approximating Matrix Rank [50.6867896228563]
We show that this problem has randomized communication complexity $Omega(frac1kcdot n2log|mathbbF|)$.
As an application, we obtain an $Omega(frac1kcdot n2log|mathbbF|)$ space lower bound for any streaming algorithm with $k$ passes.
arXiv Detail & Related papers (2024-10-26T06:21:42Z) - Efficient Continual Finite-Sum Minimization [52.5238287567572]
We propose a key twist into the finite-sum minimization, dubbed as continual finite-sum minimization.
Our approach significantly improves upon the $mathcalO(n/epsilon)$ FOs that $mathrmStochasticGradientDescent$ requires.
We also prove that there is no natural first-order method with $mathcalOleft(n/epsilonalpharight)$ complexity gradient for $alpha 1/4$, establishing that the first-order complexity of our method is nearly tight.
arXiv Detail & Related papers (2024-06-07T08:26:31Z) - Perfect state transfer on Cayley graphs over a non-abelian group of order $8n$ [0.0]
We study the existence of perfect state transfer on Cayley graphs $textCay(V_8n, S)$.
arXiv Detail & Related papers (2024-05-03T14:24:51Z) - A note on estimating the dimension from a random geometric graph [2.3020018305241337]
We study the problem of estimating the dimension $d$ of the underlying space when we have access to the adjacency matrix of the graph.
We also show that, without any condition on the density, a consistent estimator of $d$ exists when $n r_nd to infty$ and $r_n = o(1)$.
arXiv Detail & Related papers (2023-11-21T23:46:44Z) - Dimension-free discretizations of the uniform norm by small product sets [45.85600902330814]
A classical inequality of Bernstein compares the supremum norm of $f$ over the unit circle to its supremum norm over the sampling set of the $K$-th roots of unity.<n>We show that dimension-free discretizations are possible with sampling sets whose cardinality is independent of $deg(f)$ and is instead governed by the maximum individual degree of $f$.
arXiv Detail & Related papers (2023-10-11T22:46:09Z) - Detection of Dense Subhypergraphs by Low-Degree Polynomials [72.4451045270967]
Detection of a planted dense subgraph in a random graph is a fundamental statistical and computational problem.
We consider detecting the presence of a planted $Gr(ngamma, n-alpha)$ subhypergraph in a $Gr(n, n-beta) hypergraph.
Our results are already new in the graph case $r=2$, as we consider the subtle log-density regime where hardness based on average-case reductions is not known.
arXiv Detail & Related papers (2023-04-17T10:38:08Z) - Ground state solution of a Kirchhoff type equation with singular
potentials [0.0]
We study the existence and blow-up behavior of minimizers for $E(b)=infBigmathcalE_b(u),|, uin H1(R2), |u|_L2=1Big,$ here $mathcalE_b(u)$ is the Kirchhoff energy functional defined by $mathcalE_b(u)= int_R2.
arXiv Detail & Related papers (2022-12-15T16:40:48Z) - Low-Rank Approximation with $1/\epsilon^{1/3}$ Matrix-Vector Products [58.05771390012827]
We study iterative methods based on Krylov subspaces for low-rank approximation under any Schatten-$p$ norm.
Our main result is an algorithm that uses only $tildeO(k/sqrtepsilon)$ matrix-vector products.
arXiv Detail & Related papers (2022-02-10T16:10:41Z) - On the continuous Zauner conjecture [0.0]
In this paper we prove that for any $t in [-frac1d2-1, frac1d+1] setminus0$ the equality $textebr(Phi_t)=d2$ is equivalent to the existence of a pair of informationally complete unit norm tight frames.
arXiv Detail & Related papers (2021-12-11T00:14:35Z) - Learning low-degree functions from a logarithmic number of random
queries [77.34726150561087]
We prove that for any integer $ninmathbbN$, $din1,ldots,n$ and any $varepsilon,deltain(0,1)$, a bounded function $f:-1,1nto[-1,1]$ of degree at most $d$ can be learned.
arXiv Detail & Related papers (2021-09-21T13:19:04Z) - Sparse sketches with small inversion bias [79.77110958547695]
Inversion bias arises when averaging estimates of quantities that depend on the inverse covariance.
We develop a framework for analyzing inversion bias, based on our proposed concept of an $(epsilon,delta)$-unbiased estimator for random matrices.
We show that when the sketching matrix $S$ is dense and has i.i.d. sub-gaussian entries, the estimator $(epsilon,delta)$-unbiased for $(Atop A)-1$ with a sketch of size $m=O(d+sqrt d/
arXiv Detail & Related papers (2020-11-21T01:33:15Z) - Some convergent results for Backtracking Gradient Descent method on
Banach spaces [0.0]
bf Theorem. Let $X$ be a Banach space and $f:Xrightarrow mathbbR$ be a $C2$ function.
Let $mathcalC$ be the set of critical points of $f$.
arXiv Detail & Related papers (2020-01-16T12:49:42Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.