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Squared Wasserstein distance is a frequently used tool to measure discrepancy between probability distributions. This distance is typically computed between empirical measures of size $n$ from two underlying random samples. Unfortunately,…

机器学习 · 统计学 2026-05-20 Peter Matthew Jacobs , Jeff M. Phillips

We suggest a novel shape matching algorithm for three-dimensional surface meshes of disk or sphere topology. The method is based on the physical theory of nonlinear elasticity and can hence handle large rotations and deformations.…

计算几何 · 计算机科学 2015-07-29 Konrad Simon , Sameer Sheorey , David Jacobs , Ronen Basri

We describe a new algorithm to compute the geometric intersection number between two curves, given as edge vectors on an ideal triangulation. Most importantly, this algorithm runs in polynomial time in the bit-size of the two edge vectors.…

几何拓扑 · 数学 2016-05-12 Mark C. Bell , Richard C. H. Webb

We present a dimensionally split method for solving hyperbolic conservation laws on Cartesian cut cell meshes. The approach combines local geometric and wave speed information to determine a novel stabilised cut cell flux, and we provide a…

计算物理 · 物理学 2018-03-15 Nandan Gokhale , Nikos Nikiforakis , Rupert Klein

Variational representations of divergences and distances between high-dimensional probability distributions offer significant theoretical insights and practical advantages in numerous research areas. Recently, they have gained popularity in…

机器学习 · 计算机科学 2022-03-25 Jeremiah Birrell , Markos A. Katsoulakis , Yannis Pantazis

This paper addresses the numerical computation of critical angles between two convex cones in finite-dimensional Euclidean spaces. We present a novel approach to computing these critical angles by reducing the problem to finding stationary…

最优化与控制 · 数学 2023-10-03 Welington de Oliveira , Valentina Sessa , David Sossa

The square root velocity transformation provides a convenient and numerically efficient approach to functional and shape data analysis of curves. We study fundamental geometric properties of curves under this transformation. Moreover,…

微分几何 · 数学 2024-03-29 Esfandiar Nava-Yazdani

We propose novel randomized optimization methods for high-dimensional convex problems based on restrictions of variables to random subspaces. We consider oblivious and data-adaptive subspaces and study their approximation properties via…

信息论 · 计算机科学 2020-12-15 Jonathan Lacotte , Mert Pilanci

In motion planning problems for autonomous robots, such as self-driving cars, the robot must ensure that its planned path is not in close proximity to obstacles in the environment. However, the problem of evaluating the proximity is…

机器人学 · 计算机科学 2019-06-21 Arun Lakshmanan , Andrew Patterson , Venanzio Cichella , Naira Hovakimyan

We solve a model problem from single crystal plasticity.We consider 4 slip systems in the plane with orthogonal slip-directions and equal slip rates, forward as well as backwards. We compute the associated dissipation distance by solving an…

最优化与控制 · 数学 2007-05-23 Dirk Mittenhuber

In this work, we present a method to compute the Kantorovich-Wasserstein distance of order one between a pair of two-dimensional histograms. Recent works in Computer Vision and Machine Learning have shown the benefits of measuring…

最优化与控制 · 数学 2019-07-29 Federico Bassetti , Stefano Gualandi , Marco Veneroni

We propose a computation of curvature of arbitrary two-dimensional surfaces of three-dimensional objects, which is a contribution to discrete gravity with potential applications in network geometry. We begin by linking each point of the…

广义相对论与量子宇宙学 · 物理学 2026-01-07 Ali H. Chamseddine , Ola Malaeb , Sara Najem

Let C be a projective curve defined over a field k and let D be a divisor of C. The Riemann-Roch space L(D) is the set of rational functions on C for which certain zeros are imposed and certain poles are allowed, with some multiplicities…

代数几何 · 数学 2026-03-03 Dounia Darkaoui , Martin Weimann

We propose the first algorithm for non-rigid 2D-to-3D shape matching, where the input is a 2D shape represented as a planar curve and a 3D shape represented as a surface; the output is a continuous curve on the surface. We cast the problem…

计算机视觉与模式识别 · 计算机科学 2022-01-24 Zorah Lähner , Emanuele Rodolà , Frank R. Schmidt , Michael M. Bronstein , Daniel Cremers

In 2012 Driemel et al. \cite{DBLP:journals/dcg/DriemelHW12} introduced the concept of $c$-packed curves as a realistic input model. In the case when $c$ is a constant they gave a near linear time $(1+\varepsilon)$-approximation algorithm…

计算几何 · 计算机科学 2020-09-18 Joachim Gudmundsson , Yuan Sha , Sampson Wong

A pseudo-polynomial time $(1 + \varepsilon)$-approximation algorithm is presented for computing the integral and average Fr\'{e}chet distance between two given polygonal curves $T_1$ and $T_2$. In particular, the running time is…

计算几何 · 计算机科学 2015-12-11 Anil Maheshwari , Jörg-Rüdiger Sack , Christian Scheffer

Fitting an unknown number of hyperplanes to data is a fundamental yet challenging problem in machine learning, characterized by its non-convexity, non-differentiability, and unknown model order. Existing approaches often struggle with local…

机器学习 · 计算机科学 2026-05-28 Zhiqin Cheng , Yu Zhan , Mingjin Zhang , Lingbo Liu , Liang Lin

Modern time series analysis requires the ability to handle datasets that are inherently high-dimensional; examples include applications in climatology, where measurements from numerous sensors must be taken into account, or inventory…

计算几何 · 计算机科学 2023-02-15 Ioannis Psarros , Dennis Rohde

Uncertainty quantification for deep neural networks has recently evolved through many techniques. In this work, we revisit Laplace approximation, a classical approach for posterior approximation that is computationally attractive. However,…

机器学习 · 计算机科学 2021-07-14 Christian S. Perone , Roberto Pereira Silveira , Thomas Paula

This paper proposes an efficient numerical optimization approach for solving dynamic optimal transport (DOT) problems on general smooth surfaces, computing both the quadratic Wasserstein distance and the associated transportation path.…

最优化与控制 · 数学 2025-06-11 Liang Chen , Youyicun Lin , Yuxuan Zhou