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We study distributed algorithms for expected loss minimization where the datasets are large and have to be stored on different machines. Often we deal with minimizing the average of a set of convex functions where each function is the…

机器学习 · 计算机科学 2019-07-24 Samira Sheikhi

Entity Resolution suffers from quadratic time complexity. To increase its time efficiency, three kinds of filtering techniques are typically used for restricting its search space: (i) blocking workflows, which group together entity profiles…

Uncertainty is prevalent in robotics. Due to measurement noise and complex dynamics, we cannot estimate the exact system and environment state. Since conservative motion planners are not guaranteed to find a safe control strategy in a…

机器人学 · 计算机科学 2023-09-22 Laura Lützow , Yue Meng , Andres Chavez Armijos , Chuchu Fan

Using mode-coupling theory, we derive a constitutive equation for the nonlinear rheology of dense colloidal suspensions under arbitrary time-dependent homogeneous flow. Generalizing previous results for simple shear, this allows the full…

软凝聚态物质 · 物理学 2009-11-13 J. M. Brader , M. E. Cates , M. Fuchs

The purpose of this paper is to develop a practical strategy to accelerate Newton's method in the vicinity of singular points. We present an adaptive safeguarding scheme with a tunable parameter, which we call adaptive gamma-safeguarding,…

数值分析 · 数学 2024-08-23 Matt Dallas , Sara Pollock , Leo G. Rebholz

The settling efficiency, and stability with respect to settling, of a dilute suspension of infinite circular cylinders in a quiescent viscoplastic fluid is examined by means of direct numerical simulations with varying solid volume…

流体动力学 · 物理学 2018-10-03 A. R. Koblitz , S. Lovett , N. Nikiforakis

We have combined neutron reflectometry with rheology in order to investigate the solid boundary of liquids and polymers under shear deformation. Our approach allows one to apply a controlled stress to a material while resolving the…

软凝聚态物质 · 物理学 2020-06-09 Max Wolff , Peter Kuhns , Georg Liesche , John F. Ankner , Jim F. Browning , Philipp Gutfreund

Representational similarity metrics typically force all units to be matched, making them susceptible to noise and outliers common in neural representations. We extend the soft-matching distance to a partial optimal transport setting that…

机器学习 · 计算机科学 2026-02-24 Chaitanya Kapoor , Alex H. Williams , Meenakshi Khosla

Finding roots of equations is at the heart of most computational science. A well-known and widely used iterative algorithm is the Newton's method. However, its convergence depends heavily on the initial guess, with poor choices often…

数值分析 · 数学 2020-04-09 Ankush Aggarwal , Sanjay Pant

We present an experimental study of the rheology and structure of a confined suspension of deformable particles flowing in a quasi-two-dimensional Poiseuille flow. Thanks to a precise microfluidic viscosimetry technique combined with…

软凝聚态物质 · 物理学 2022-04-27 Vassanti Audemar , Thomas Podgorski , Gwennou Coupier

An optimization-based approach for the Tucker tensor approximation of parameter-dependent data tensors and solutions of tensor differential equations with low Tucker rank is presented. The problem of updating the tensor decomposition is…

最优化与控制 · 数学 2019-05-31 Lukas Exl

Explicit simulations of fluid mixtures of highly size-dispersed particles are constrained by numerical challenges associated with identifying pair-interaction neighbors. Recent algorithmic developments have ameliorated these difficulties to…

软凝聚态物质 · 物理学 2022-12-07 Joseph M. Monti , Gary S. Grest

We introduce novel high order well-balanced finite volume methods for the full compressible Euler system with gravity source term. They require no a priori knowledge of the hydrostatic solution which is to be well-balanced and are not…

We use differential equations based approaches to provide some {\it \textbf{physics}} insights into analyzing the dynamics of popular optimization algorithms in machine learning. In particular, we study gradient descent, proximal gradient…

机器学习 · 计算机科学 2018-10-26 Lin F. Yang , R. Arora , V. Braverman , Tuo Zhao

The rheology of suspensions of non-Brownian soft spheres is studied across jamming but also across the viscous and inertial regimes using a custom pressure- and volume-imposed rheometer. The study shows that the granular rheology found for…

软凝聚态物质 · 物理学 2024-06-28 Franco Tapia , Chong-Wei Hong , Pascale Aussillous , Élisabeth Guazzelli

We develop a rigid multiblob method for numerically solving the mobility problem for suspensions of passive and active rigid particles of complex shape in Stokes flow in unconfined, partially confined, and fully confined geometries. As in a…

软凝聚态物质 · 物理学 2017-02-08 F. Balboa Usabiaga , B. Kallemov , B. Delmotte , A. Pal Singh Bhalla , B. E. Griffith , A. Donev

Model reduction methods often aim at an identification of slow invariant manifolds in the state space of dynamical systems modeled by ordinary differential equations. We present a predictor corrector method for a fast solution of an…

最优化与控制 · 数学 2013-07-09 Dirk Lebiedz , Jochen Siehr

We report on the development of a computational framework for the parallel, mesh-adaptive solution of systems of hyperbolic conservation laws like the time-dependent Euler equations in compressible gas dynamics or Magneto-Hydrodynamics…

计算物理 · 物理学 2007-05-23 J. Dreher , R. Grauer

Many simulated complex systems that support persistent self-organizing patterns, i.e. gliders, have a 'state-plus-update' paradigm. This approach can be found in computational models of physics, continuous and neural cellular automata,…

元胞自动机与格子气 · 物理学 2024-01-25 Q. Tyrell Davis

Retrieving the most similar objects in a large-scale database for a given query is a fundamental building block in many application domains, ranging from web searches, visual, cross media, and document retrievals. State-of-the-art…

机器学习 · 计算机科学 2018-03-15 Muge Li , Liangyue Li , Feiping Nie
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