中文
相关论文

相关论文: Evaluating approximations of the semidefinite cone…

200 篇论文

The Schatten quasi-norm was introduced to bridge the gap between the trace norm and rank function. However, existing algorithms are too slow or even impractical for large-scale problems. Motivated by the equivalence relation between the…

机器学习 · 计算机科学 2018-03-02 Fanhua Shang , Yuanyuan Liu , James Cheng

Building upon the Chatterjee correlation (2021: J. Am. Stat. Assoc. 116, p2009) for two real-valued variables, this study introduces a generalized measure of directed association between two vector variables, real or complex-valued, and of…

统计方法学 · 统计学 2024-06-26 Roberto D. Pascual-Marqui , Kieko Kochi , Toshihiko Kinoshita

Positive semidefinite (PSD) matrices are indispensable in many fields of science. A similarity measurement for such matrices is usually an essential ingredient in the mathematical modelling of a scientific problem. This paper proposes a…

数值分析 · 数学 2023-12-22 Peng Liu , Ke Ye

For an $n\times n$ diagonally dominant matrix $T=(t_{i,j})_{n\times n}$ with positive elements satisfying certain bounding conditions, we propose to use a diagonal matrix $S=(s_{i,j})_{n\times n}$ to approximate the inverse of $T$, where…

数值分析 · 数学 2019-02-05 Ting Yan

Normalized compression distance (NCD) is a parameter-free, feature-free, alignment-free, similarity measure between a pair of finite objects based on compression. However, it is not sufficient for all applications. We propose an NCD of…

计算机视觉与模式识别 · 计算机科学 2016-01-28 Andrew R. Cohen , Paul M. B. Vitanyi

This paper concerns a method of testing equality of distribution of random convex compact sets and the way how to use the test to distinguish between two realisations of general random sets. The family of metrics on the space of…

统计理论 · 数学 2018-01-09 Vesna Gotovac , Kateřina Helisová

We introduce the concept of distance mean-regular graph, which can be seen as a generalization of both vertex-transitive and distance-regular graphs. Let $\Gamma$ be a graph with vertex set $V$, diameter $D$, adjacency matrix $A$, and…

组合数学 · 数学 2015-08-18 V. Diego , M. A. Fiol

A finite set of the Euclidean space is called an $s$-distance set provided the number of Euclidean distances in the set is $s$. Determining the largest possible $s$-distance set for the Euclidean space of a given dimension is challenging.…

组合数学 · 数学 2023-12-20 Hiroshi Nozaki , Masashi Shinohara , Sho Suda

The quantum relative entropy is frequently used as a distance measure between two quantum states, and inequalities relating it to other distance measures are important mathematical tools in many areas of quantum information theory. We have…

数学物理 · 物理学 2015-05-28 Koenraad M. R. Audenaert , Jens Eisert

The distance standard deviation, which arises in distance correlation analysis of multivariate data, is studied as a measure of spread. The asymptotic distribution of the empirical distance standard deviation is derived under the assumption…

统计理论 · 数学 2019-12-12 Dominic Edelmann , Donald Richards , Daniel Vogel

Applications of optimal transport have recently gained remarkable attention thanks to the computational advantages of entropic regularization. However, in most situations the Sinkhorn approximation of the Wasserstein distance is replaced by…

机器学习 · 统计学 2019-06-04 Giulia Luise , Alessandro Rudi , Massimiliano Pontil , Carlo Ciliberto

A new similarity measure for two sets of S-parameters is proposed. It is constructed with the modified Hausdorff distance applied to S-parameter points in 3D space with real, imaginary and normalized frequency axes. New S-parameters…

数学物理 · 物理学 2021-08-24 Yuriy Shlepnev

Over the past few years, trace regression models have received considerable attention in the context of matrix completion, quantum state tomography, and compressed sensing. Estimation of the underlying matrix from regularization-based…

机器学习 · 统计学 2015-04-24 Martin Slawski , Ping Li , Matthias Hein

Let $X_1,\dots,X_n$ be i.i.d. log-concave random vectors in $\mathbb R^d$ with mean 0 and covariance matrix $\Sigma$. We study the problem of quantifying the normal approximation error for $W=n^{-1/2}\sum_{i=1}^nX_i$ with explicit…

概率论 · 数学 2023-05-30 Xiao Fang , Yuta Koike

Positive definite matrices abound in a dazzling variety of applications. This ubiquity can be in part attributed to their rich geometric structure: positive definite matrices form a self-dual convex cone whose strict interior is a…

泛函分析 · 数学 2013-12-31 Suvrit Sra

Let $A$ be an $m\times m$ positive semidefinite block matrix with each block being $n$-square. We write $\mathrm{tr}_1$ and $\mathrm{tr}_2$ for the first and second partial trace, respectively. In this paper, we prove the following…

泛函分析 · 数学 2021-12-23 Yongtao Li , Weijun Liu , Yang Huang

We investigate the relationship between partial traces and their dilations for general complex matrices, focusing on two main aspects: the existence of (joint) dilations and norm inequalities relating partial traces and their dilations.…

量子物理 · 物理学 2025-07-25 Pablo Costa Rico , Michael M. Wolf

A measure of quantum non-Markovianity for an open system dynamics, based on revivals of the distinguishability between system states, has been introduced in the literature using the trace distance as quantifier for distinguishability.…

量子物理 · 物理学 2018-07-25 Giulio Amato , Heinz-Peter Breuer , Bassano Vacchini

Common measures of neural representational (dis)similarity are designed to be insensitive to rotations and reflections of the neural activation space. Motivated by the premise that the tuning of individual units may be important, there has…

机器学习 · 计算机科学 2023-11-17 Meenakshi Khosla , Alex H. Williams

We study the problem of how well a tree metric is able to preserve the sum of pairwise distances of an arbitrary metric. This problem is closely related to low-stretch metric embeddings and is interesting by its own flavor from the line of…

数据结构与算法 · 计算机科学 2013-01-16 Mong-Jen Kao , Der-Tsai Lee , Dorothea Wagner